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Enhancement on feature/yaml output parser
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2023-12-13T19:16:52
2024-01-02T19:54:20
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CONTRIBUTOR
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Adding to my previously, already merged PR I made some further improvements: * Added documentation to the existing Pydantic Parser notebook, with an example using LCEL and `with_retry()` on `OutputParserException`. * Added an additional output example to the prompt * More lenient parser in terms of LLM output format * Amended unit test FYI @hwchase17
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cli[patch]: unicode issue
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Some operating systems compile template, resulting in unicode decode errors
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Google Gemini
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2023-12-20T11:24:15
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NONE
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### Feature request With Gemini Pro going GA today (Dec. 13th). When can users of LangChain expect an update to use the new LLM? ### Motivation This will allow users of LangChain to use the latest LLM that Google is providing along with their safety settings. ### Your contribution I can try and help. Happy to contribute where needed
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Update Vertex AI to include Gemini
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h/t to @lkuligin - **Description:** added new models on VertexAI - **Twitter handle:** @lkuligin
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4
2023-12-13T18:09:03
2024-01-02T18:33:46
2024-01-02T00:33:47
CONTRIBUTOR
null
- **Description:** Update to tools.py to allow aliased tool inputs to be included in the _parse_input function output - **Issue:** This fixes [Issue #14663](https://github.com/langchain-ai/langchain/issues/14663) - **Twitter handle:** [@consultchrisq ](https://twitter.com/consultchrisq?lang=en)
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cli[patch]: rc
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Include scores in MongoDB Atlas QA chain results
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2023-12-13T17:54:29
2024-01-17T22:54:44
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CONTRIBUTOR
null
Adds the ability to return similarity scores when using `RetrievalQA.from_chain_type` with `MongoDBAtlasVectorSearch`. Requires that `return_source_documents=True` is set. Example use: ``` vector_search = MongoDBAtlasVectorSearch.from_documents(...) qa = RetrievalQA.from_chain_type( llm=OpenAI(), chain_type="stuff", retriever=vector_search.as_retriever(search_kwargs={"additional": ["similarity_score"]}), return_source_documents=True ) ... docs = qa({"query": "..."}) docs["source_documents"][0].metadata["score"] # score will be here ``` I've tested this feature locally, using a MongoDB Atlas Cluster with a vector search index.
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[Nit] Add newline in notebook
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2023-12-13T17:35:31
2023-12-13T17:46:14
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COLLABORATOR
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For bullet list formatting
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LangChain Agent bug when parsing tool inputs that use alias field names
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2023-12-13T16:51:16
2023-12-13T16:57:36
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CONTRIBUTOR
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### System Info Langchain: 0.0.349 Langchain-community: v0.0.1 Langchain-core: 0.0.13 Python: 3.12 Platform: Mac OS ### Who can help? _No response_ ### Information - [ ] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [X] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction I have the following BaseModel and BaseTool classes created. ```python class TaskPost(BaseModel): """ TaskPost """ # noqa: E501 due_date: Optional[datetime] = Field(default=None, description="ISO 8601 Due date on the task. REQUIRED for scheduled tasks", alias="dueDate") duration: Optional[TaskDuration] = None status: Optional[StrictStr] = Field(default=None, description="Defaults to workspace default status.") auto_scheduled: Optional[AutoScheduledInfo] = Field(default=None, alias="autoScheduled") name: Annotated[str, Field(min_length=1, strict=True)] = Field(description="Name / title of the task") project_id: Optional[StrictStr] = Field(default=None, alias="projectId") workspace_id: StrictStr = Field(alias="workspaceId") description: Optional[StrictStr] = Field(default=None, description="Input as GitHub Flavored Markdown") priority: Optional[StrictStr] = 'MEDIUM' labels: Optional[List[StrictStr]] = None assignee_id: Optional[StrictStr] = Field(default=None, description="The user id the task should be assigned to", alias="assigneeId") __properties: ClassVar[List[str]] = ["dueDate", "duration", "status", "autoScheduled", "name", "projectId", "workspaceId", "description", "priority", "labels", "assigneeId"] model_config = { "populate_by_name": True, "validate_assignment": True } class CreateTaskTool(BaseTool): name = "create_task" description = ( """Use this to create a new task from all available args that you have. Always make sure date and time inputs are in ISO format""") args_schema: Type[BaseModel] = openapi_client.TaskPost verbose = True ``` The agent will use the alias names instead of the field name. i.e (workspaceId, dueDate) instead of (workspace_id, due_date) ```linux [tool/start] [1:chain:AgentExecutor > 7:tool:create_task] Entering Tool run with input: "{'name': 'Update code', 'workspaceId': 'xxxxxyyyyyzzzzz', 'dueDate': '2023-12-14T00:00:00'}" ``` When the agent calls `_parse_input` function from [langchian_core/tools.py and reaches line 247](https://github.com/langchain-ai/langchain/blob/14bfc5f9f477fcffff3f9aa564a864c5d5cd5300/libs/core/langchain_core/tools.py#L247) the results are filtered out because the results have the field names and the tool_input has the alias names which do not match. ``` CreateTaskTool -> _parse_input -> parse_obj -> result: due_date=datetime.datetime(2023, 12, 14, 0, 0) duration=None status=None auto_scheduled=None name='Update code' project_id=None workspace_id='xxxxxyyyyyzzzzz' description=None priority='MEDIUM' labels=None assignee_id=None CreateTaskTool -> _parse_input -> parse_obj -> result keys: dict_keys(['due_date', 'duration', 'status', 'auto_scheduled', 'name', 'project_id', 'workspace_id', 'description', 'priority', 'labels', 'assignee_id']) CreateTaskTool -> _parse_input -> parse_obj -> tool_input keys: dict_keys(['name', 'workspaceId', 'dueDate']) CreateTaskTool -> _parse_input -> parse_obj -> finalResults: {'name': 'Update code'} ``` ### Expected behavior ``` CreateTaskTool -> _parse_input -> parse_obj -> result keys: dict_keys(['due_date', 'duration', 'status', 'auto_scheduled', 'name', 'project_id', 'workspace_id', 'description', 'priority', 'labels', 'assignee_id']) CreateTaskTool -> _parse_input -> parse_obj -> tool_input keys: dict_keys(['name', 'workspaceId', 'dueDate']) CreateTaskTool -> _parse_input -> finalResults: {'name': 'Update code','workspaceId': 'xxxxxyyyyyzzzzz', 'dueDate': '2023-12-14T00:00:00'} or CreateTaskTool -> _parse_input -> finalResults: {'name': 'Update code','workspace_Id': 'xxxxxyyyyyzzzzz', 'due_date': '2023-12-14T00:00:00'} ```
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Fixing the Issue with DashScopeEmbeddings Handling More than 25 Rows of Data
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<!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. --> This change addresses the issue where DashScopeEmbeddingAPI limits requests to 25 lines of data, and DashScopeEmbeddings did not handle cases with more than 25 lines, leading to errors. I have implemented a fix to manage data exceeding this limit efficiently.
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Add Gemini Notebook
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2023-12-13T16:51:58
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COLLABORATOR
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SQLDatabaseChain with LlamaCpp Llama2 "Chain Run Errored With Error: ArgumentError: <class 'TypeError'>: wrong type"
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### System Info LangChain version 0.0.348 Python version 3.10 Operating System MacOS Monterey version 12.6 SQLAlchemy version 2.0.23 ### Who can help? @hwchase17 @agola11 ### Information - [ ] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [X] LLMs/Chat Models - [ ] Embedding Models - [X] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [X] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction ```# Connect to db # Create an SQLAlchemy engine engine = create_engine("mysql+mysqlconnector://user:pass@host/database") # Test the database connection try: # Connect and execute a simple query with engine.connect() as connection: query = text("SELECT 1") result = connection.execute(query) for row in result: print("Connection successful, got row:", row) except Exception as e: print("Error connecting to database:", e) # Create an instance of SQLDatabase db = SQLDatabase(engine) # using Llama2 llm = LlamaCpp( model_path="/path_to/llama-2-7b.Q4_K_M.gguf", verbose=True, n_ctx=2048) # using Default and Suffix prompt template PROMPT = PromptTemplate( input_variables=["input", "table_info", "dialect", "top_k"], template=_DEFAULT_TEMPLATE + PROMPT_SUFFIX, ) db_chain = SQLDatabaseChain.from_llm(llm, db, verbose=True, return_sql=True, prompt=PROMPT) langchain.debug = True response = db_chain.run(formatted_prompt) print(response ### Expected behavior Expected Behavior: Expected to generate SQL queries without errors. Actual Behavior: Received TypeError: wrong type and context window exceedance errors. File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/llama_cpp/llama.py", line 1325, in _create_completion f"Requested tokens ({len(prompt_tokens)}) exceed context window of {llama_cpp.llama_n_ctx(self._ctx)}" File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/llama_cpp/llama_cpp.py", line 612, in llama_n_ctx return _lib.llama_n_ctx(ctx) ctypes.ArgumentError: argument 1: <class 'TypeError'>: wrong type```
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Getting "object has no field "documents" error with extended BaseRetriever classs
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2023-12-13T16:29:16
2023-12-13T17:38:18
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### Issue you'd like to raise. I am attempting to call an instance of ConversationalRetrieverChain with a list of dictionary objects that I've pre-processed with a similarity search and cohere reranker. I've created an extension of BaseRetriever in order to pass my list of dictionary objects to the "retriever=" parameter. However when my extended class instantiates, I get an error saying "seai_retriever object has no field "documents". My code is below. What am I doing wrong? ``` from langchain.schema.retriever import BaseRetriever from langchain.schema.document import Document from langchain.callbacks.manager import CallbackManagerForRetrieverRun from typing import List class seai_retriever(BaseRetriever): def __init__(self, documents): self.documents = documents def retrieve(self, query, top_n=10): retrieved_docs = [doc for doc in self.documents if query.lower() in doc['content'].lower()] retrieved_docs = sorted(retrieved_docs, key=lambda x: x['content'].find(query), reverse=True)[:top_n] return retrieved_docs def _get_relevant_documents(self, query: str, *, run_manager: CallbackManagerForRetrieverRun) -> List[Document]: retrieved_docs = [doc for doc in self.documents if query.lower() in doc['content'].lower()] retrieved_docs = sorted(retrieved_docs, key=lambda x: x['content'].find(query), reverse=True)[:top_n] return retrieved_docs ``` ### Suggestion: _No response_
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UnstructuredXMLLoader import error (circular import)
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### System Info Mac Studio M1 Max 32GB macOS 14.1.2 Using rye Python 3.11.6 langchain==0.0.350 langchain-community==0.0.2 langchain-core==0.1.0 ### Who can help? _No response_ ### Information - [x] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [X] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction **Error** ``` File "/venv/lib/python3.11/site-packages/langchain_community/document_loaders/xml.py", line 41, in _get_elements from unstructured.partition.xml import partition_xml ImportError: cannot import name 'partition_xml' from partially initialized module 'unstructured.partition.xml' (most likely due to a circular import) (/venv/lib/python3.11/site-packages/unstructured/partition/xml.py) ``` I tried to load XML document like this link(from langchain document) https://python.langchain.com/docs/integrations/document_loaders/xml ``` from langchain.document_loaders import UnstructuredXMLLoader loader = UnstructuredXMLLoader( "aaa.xml", ) docs = loader.load() docs[0] ``` ### Expected behavior no circular import
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Update GuardrailsOutputParser for Guardrails 0.3.0, add docs
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CONTRIBUTOR
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- **Description:** Adding a `.from_guard` classmethod, unpacking Guardrails>=0.3.0 return type, adding docs - **Issue:** none - **Dependencies:** none - **Tag maintainer:** @efriis <!-- Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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Issue: streaming issues
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2023-12-13T15:47:29
2024-01-10T03:38:15
2024-01-10T03:38:15
NONE
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### Issue you'd like to raise. Hi, I'm trying to use StreamingStdOutCallbackHandler for a conversation chain. But it prints out the memory after the response. Is there a way to not printing memory without using an agent? ### Suggestion: _No response_
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Add Support for direct usage of llm LLamaCpp in LlamaCppEmbeddings
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2023-12-13T14:54:25
2023-12-13T14:54:44
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- **Description:** Add support for using a llm LLamaCpp directly by introducing a new parameter, `model`, to the `LlamaCppEmbeddings` constructor. This allows users to provide a llm LLamaCpp instance directly, in addition to the existing method of specifying the model path. - **Issue:** N/A - **Dependencies:** N/A - **Tag maintainer:** @bfortunato
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Langchain vectorstore integration with Kinetica
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2023-12-13T14:29:57
2024-01-17T14:13:51
null
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- **Description:** New vectorstore integration with the Kinetica database - **Issue:** - **Dependencies:** the Kinetica Python API `pip install gpudb==7.2.0.0b`, - **Tag maintainer:** @baskaryan, - **Twitter handle:**
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Fix for openai multi tools input format.
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2023-12-13T14:16:37
2024-01-02T19:35:25
2024-01-02T00:50:32
CONTRIBUTOR
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Sometimes, the tool_schema is like: ` {'action_name': 'search_items', 'action': {'term': 'pizza'}}` sometimes, specially with gpt3.5 it comes like: `{'action_name': 'search_items', 'term': 'pizza'}` and it fails. This PR is a way to make it work in both scenarios. issues releated: #6624 Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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Issue: I'm currently working on a project where I need to fetch all the sub-URLs from a website using Langchain.
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2023-12-20T12:41:57
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### Issue you'd like to raise. I'm currently working on a project where I need to fetch all the sub-URLs from a website using Langchain. How can we achieve this, below is my code ` loader = UnstructuredURLLoader(urls=urls) urlDocument = loader.load() text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=50) texts = text_splitter.split_documents(documents=urlDocument)` ### Suggestion: _No response_
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Add CometLLM integration notebook example
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2023-12-13T11:38:05
2024-01-09T18:28:38
2024-01-09T18:28:37
CONTRIBUTOR
null
I also added LANGCHAIN_COMET_TRACING to enable the CometLLM tracing integration similar to other tracing integrations. This is easier for end-users to enable it rather than importing the callback and pass it manually.
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Bug in Text splitting while using langchain.text_splitter.split_text_on_tokens¶
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### System Info Langchain Version = 0.0.311 Python Version = 3.9 Tried it on my local system as well on Company's hosted Jupyter Hub as well ### Who can help? @eyurtsev @agola11 ### Information - [X] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [X] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction ``` from langchain.text_splitter import TokenTextSplitter token_splitter_model_name = "gpt-3.5-turbo" SPLIT_CHUNK_SIZE = 1024 CHUNK_OVERLAP = 256 text_splitter = TokenTextSplitter.from_tiktoken_encoder(model_name=token_splitter_model_name, chunk_size=SPLIT_CHUNK_SIZE , chunk_overlap = CHUNK_OVERLAP) blog_content= ' your text here' blog_splits=text_splitter.split_text(blog_content) ``` ### Expected behavior The ways this token text splitter works , isn't how it is intended to work . For Example :- When specified chunk_size = 1024 and overlap = 256 with input text tokens = 991 , it made two chunks ; first = token[0 : 991] second = token[768 : 991] but logically it should work this ways . If input text token >1024 , there should be two chunks . first = token[0 : 1024] second = token[768 : ] and so on .............. If input text token <=1024 , there should be one chunk only . first = token[ 0 : ] More details on this issue raised previously :- https://github.com/langchain-ai/langchain/issues/5897
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[Integration] NVIDIA AI Playground
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2023-12-13T08:53:05
2023-12-14T03:46:38
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COLLABORATOR
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Tried to simplify this pr as much as possible (https://github.com/langchain-ai/langchain/pull/13996/files). The base class is still more complicated than it needs to be, but I think it's OK as an integration package.
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fix: correct spelling mistakes of "seperate, intialise, pre-defined"
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2023-12-13T08:51:12
2023-12-22T19:49:36
2023-12-22T19:49:36
CONTRIBUTOR
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fix spellings **seperate -> separate**: found more occurrences, see https://github.com/langchain-ai/langchain/pull/14602 **initialise -> intialize**: the latter is more common in the repo **pre-defined > predefined**: adding a comma after a prefix is a delicate matter, but this is a generally accepted word also, another word that appears in the repo is "fs" (stands for filesystem), e.g., in `libs/core/langchain_core/prompts/loading.py` ` """Unified method for loading a prompt from LangChainHub or local fs."""` Isn't "filesystem" better?
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Fix RRF and lucene escape characters for neo4j vector store
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2023-12-13T08:01:47
2023-12-13T17:09:51
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CONTRIBUTOR
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* Remove Lucene special characters (fixes https://github.com/langchain-ai/langchain/issues/14232) * Fixes RRF normalization for hybrid search
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TypeError: object Document can't be used in 'await' expression
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### System Info from langchain.document_transformers import DoctranTextTranslator from langchain.schema import Document documents = [Document(page_content=sample_text)] qa_translator = DoctranTextTranslator(language="spanish") translated_document = await qa_translator.atransform_documents(documents) TypeError Traceback (most recent call last) [<ipython-input-18-c526f9c55393>](https://localhost:8080/#) in <cell line: 8>() 6 openai_api_model="gpt-3.5-turbo", language="chinese") 7 ----> 8 translated_document = await qa_translator.atransform_documents(documents) 9 10 [/usr/local/lib/python3.10/dist-packages/langchain_community/document_transformers/doctran_text_translate.py](https://localhost:8080/#) in atransform_documents(self, documents, **kwargs) 61 ] 62 for i, doc in enumerate(doctran_docs): ---> 63 doctran_docs[i] = await doc.translate(language=self.language).execute() 64 return [ 65 Document(page_content=doc.transformed_content, metadata=doc.metadata) TypeError: object Document can't be used in 'await' expression ### Who can help? _No response_ ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [X] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction test ### Expected behavior test
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14,644
add api_base to _client_params (community version of #14393)
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2023-12-13T07:48:43
2024-01-02T19:37:34
2024-01-02T00:53:16
CONTRIBUTOR
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- **Description:** This PR adds `api_base` to `_client_params` in the `chat_model` of LiteLLM to ensure it's included in API calls. Previously, `api_base` was set on the client but was not included in the parameters passed to the completion function. This change ensures that `api_base` is correctly passed to all API calls. - **Issue:** #14338 - **Tag maintainer:** @hwchase17 @agola11 - **Twitter handle:** @LMS_David_RS
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ParentDocumentRetriever.get_relevant_documents() got empty result
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2023-12-13T07:31:59
2024-01-11T20:34:16
2023-12-19T23:58:20
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I have two code. The 1st code is to load PDF documents and use ParentDocumentRetriever to add_documents() and save vectorstore to local disk. The 2nd code is to load vectorstore and call ParentDocumentRetriever.get_relevant_documents The problem is, the ParentDocumentRetriever.get_relevant_documents() got empty result. Any idea?? What is the inMemoryStore for?? Here are the two codes: ### the 1st code: LoadDocumentsAndSaveVectorstore.py ``` loader = DirectoryLoader('data/', glob='**/*.pdf', loader_cls=PyPDFLoader) docs = loader.load() store = InMemoryStore() parent_splitter = RecursiveCharacterTextSplitter(chunk_size=1000) child_splitter = RecursiveCharacterTextSplitter(chunk_size=128, chunk_overlap=64) texts = [""] vectorstore = FAISS.from_texts(texts, embedding_function) retriever = ParentDocumentRetriever( vectorstore=vectorstore, docstore=store, child_splitter=child_splitter, parent_splitter=parent_splitter, ) retriever.add_documents(docs, ids=None) vectorstore.save_local("ppstore") print("save data to ppstore") ``` The 1st code works fine. The 2nd file is to load the vectorstore and query. The strange thing is, the **retriever1.get_relevant_documents(query)** got empty result. ### the 2nd code: load vectorstore and use retriever to get relevant_documents ``` print("load ppstore") store = InMemoryStore() parent_splitter = RecursiveCharacterTextSplitter(chunk_size=1000) child_splitter = RecursiveCharacterTextSplitter(chunk_size=128, chunk_overlap=64) db = FAISS.load_local("ppstore", embedding_function) retriever1 = ParentDocumentRetriever( vectorstore=db, docstore=store, child_splitter=child_splitter, parent_splitter=parent_splitter, ) query = "Please describe Sardina dataset" print("query:", query) sub_docs = db.similarity_search(query) print("=== check small chunk ===") print(sub_docs[0].page_content) print(len(sub_docs[0].page_content)) ## this respond OK, the len is a little bit smaller than 128 retrieved_docs = retriever1.get_relevant_documents(query) ## I got empty result print("=== check larger chunk ===") print(retrieved_docs[0].page_content) print(len(retrieved_docs[0].page_content)) ```
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pipeline template fixes; overlapping variables and non-pipelined variables
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WIP PR <!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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fix: syntax error in function docs
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2023-12-13T07:02:55
2024-01-02T19:42:33
2024-01-02T00:44:16
CONTRIBUTOR
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fix syntax error in function docs
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(RedisSemanticCache + ChatOpenAI + OpenAIEmbeddings) - Not working as expected - Wanted to understand, if I am doing something wrong here.
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### System Info # Dependency Versions langchain==0.0.349 langchain-community==0.0.1 langchain-core==0.0.13 openai==1.3.8 # Python Version Python 3.11.4 # Redis Stack Version redis-stack-server 6.2.0 ### Who can help? _No response_ ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [X] LLMs/Chat Models - [X] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction from langchain.globals import set_llm_cache from langchain.cache import RedisSemanticCache from langchain.embeddings import OpenAIEmbeddings from langchain_community.chat_models import ChatOpenAI from redis import Redis import time llm = ChatOpenAI(openai_api_key='<OPENAI_API_KEY>', model_name='gpt-3.5-turbo') cache = RedisSemanticCache(redis_url="redis://localhost:6379", embedding=OpenAIEmbeddings(openai_api_key='<OPENAI_API_KEY>'), score_threshold=0.95) set_llm_cache(cache) start = time.time() response = llm.predict("""Tell me about USA in only two sentences""") print(time.time()-start) print(response) start = time.time() response = llm.predict("""Tell me about INDIA in only two sentences""") print(time.time()-start) print(response) start = time.time() response = llm.predict("""What is LLMs in the context of GEN AI ?""") print(time.time()-start) print(response) ### Expected behavior As the score_threshold is set to 0.98, I expect all the three prompts to give three different responses. But we are getting one response for all the three prompts. Output from running the script : 4.252941131591797 The United States of America is a federal republic consisting of 50 states, a federal district, five major self-governing territories, and various possessions. It is a diverse and influential country known for its cultural and economic power on the global stage. 0.3903520107269287 The United States of America is a federal republic consisting of 50 states, a federal district, five major self-governing territories, and various possessions. It is a diverse and influential country known for its cultural and economic power on the global stage. 0.6625611782073975 The United States of America is a federal republic consisting of 50 states, a federal district, five major self-governing territories, and various possessions. It is a diverse and influential country known for its cultural and economic power on the global stage.
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14,639
Issue: bedrock is throwing an error for the langchain stuff method using the anthropic model for the summarization.
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2023-12-13T05:48:17
2023-12-15T07:47:12
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### Issue you'd like to raise. Issue 1: I am working on the summarization using the stuff and map-reduce of the Langchain. I have integrated it with the AWS Bedrock's anthropic llm which has a token limit of 100000. It is working fine but when the pdf with 40000 tokens is passed, the bedrock is throwing an error: i) with VPN connected: An error occurred: Error raised by bedrock service: Could not connect to the endpoint URL: "https://bedrock-runtime.us-east-1.amazonaws.com/model/anthropic.claude-v2/invoke". ii) without VPN connected: An error occurred: Error raised by bedrock service: An error occurred (ExpiredTokenException) when calling the InvokeModel operation: The security token included in the request is expired Any reason why this is happening? thanks in advance! Issue 2: 2) map-reduce takes a lot of time to produce the summary for the 40000+ tokens documents when the anthropic threshold is reduced to 40000. Sometimes it is taking a lot of time but erroring out. Any help is appreciated. Thanks in advance! ### Suggestion: _No response_
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2023-12-13T03:25:03
2024-01-02T19:40:35
2024-01-02T00:55:52
CONTRIBUTOR
null
The fix #14221 has broken default gitlab url which is forcing the users to specify GITLAB_URL for default one. With this fix if GITLAB_URL is not set, the default gitlab url will be taken. - **Description:** Add the GITHUB URL instead of None - **Issue:** the issue #14221 has broken the default github URL - **Dependencies:** None - **Tag maintainer:** @hwchase17 - **Twitter handle:** manjunath_shiva
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docs: platform pages update
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2023-12-13T02:55:43
2023-12-14T03:38:20
2023-12-13T23:08:27
COLLABORATOR
null
Updated examples and platform pages. - added missed tools - added links and descriptions
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Milvus allows to store metadata as json field
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2023-12-13T02:19:16
2024-01-03T00:50:42
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CONTRIBUTOR
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Because Milvus doesn't support nullable fields, but document metadata is very rich, so it makes more sense to store it as json. https://github.com/milvus-io/pymilvus/issues/1705#issuecomment-1731112372 <!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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templates[patch]: fix pydantic imports
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2023-12-12T23:31:16
2023-12-12T23:31:15
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14,631
Dockerfile issues when trying to build the repo using .devcontainer
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2023-12-12T23:17:45
2023-12-28T16:25:05
2023-12-28T16:25:05
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### System Info Hello, after forking and cloning the repo on my machine, I tried to open it using docker and specifically in VS Code with the option to "Reopen in Container". While building, the final command of [dev.Dockerfile](https://github.com/langchain-ai/langchain/blob/ca7da8f7ef9bc7a613ff07279c4603cad5fd175a/libs/langchain/dev.Dockerfile#L44) resulted in the following error: ```logs #0 1.241 Directory ../core does not exist ``` After investigating, I found out that the issue lies in [pyproject.toml](https://github.com/langchain-ai/langchain/blob/ca7da8f7ef9bc7a613ff07279c4603cad5fd175a/libs/langchain/pyproject.toml) which is using relative paths like `../core` and `../community` in some occasions. Additionally, even after replacing `../` with `libs/` (which I am not sure if it breaks something else), the actual `core` and `community` directories are never copied over in [dev.Dockerfile](https://github.com/langchain-ai/langchain/blob/ca7da8f7ef9bc7a613ff07279c4603cad5fd175a/libs/langchain/dev.Dockerfile). These should also be copied in the created docker container, similarly to [line 41](https://github.com/langchain-ai/langchain/blob/ca7da8f7ef9bc7a613ff07279c4603cad5fd175a/libs/langchain/dev.Dockerfile#L41). After making these two changes, the container was successfully built. I'll check out whether the change of paths in pyproject.toml is affecting any other files, and if not I will create a PR for this. ### Who can help? _No response_ ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction Steps to reproduce: 1. Fork and clone the repo on your machine 2. Open it with VS Code (with Dev Containers extension installed) 3. Run the VS Code command: "Dev Containers: Rebuild Container" ### Expected behavior Build the development docker container without errors
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infra: skip extended testing for partner packages
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2023-12-12T23:15:09
2023-12-13T17:58:49
2023-12-13T17:58:48
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Tested by merging into #14627
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core[patch]: Fix runnable with message history
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2023-12-12T23:06:17
2023-12-13T22:25:36
2023-12-13T22:25:35
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Fix bug shown in #14458. Namely, that saving inputs to history fails when the input to base runnable is a list of messages
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add support for weaviate vectorstore using weaviate's v4 beta client
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2023-12-12T22:56:11
2024-01-15T10:40:31
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Hi there, a few days ago I created #14531 and asked to add support for Weaviate's new v4 python client which is currently in beta. As I mentioned in that issue, I started working on it myself and I believe I have created a working weaviate vectorstore using their new client. ## Changelog * Uses the new weaviate-client **v4** with updated syntax and functions. The new client is faster and safer to use because of Weaviate's new [gRPC API](https://weaviate.io/developers/weaviate/api/grpc). * Added a new function to support [BM25 keyword search](https://weaviate.io/developers/weaviate/search/bm25). * Changed the delete function to use batch for faster execution (there was a [TODO](https://github.com/langchain-ai/langchain/blob/b9ef92f2f4bb1e4322dff040c4474c0922fbf546/libs/community/langchain_community/vectorstores/weaviate.py#L526) for it) * The function names and attributes have remained the same from the original weaviate vectorstore. As this version of weaviate's client is still in beta, I think it is wise to add this as a new vectorstore, without replacing the existing one. For this reason, I did not change the original weaviate.py vectorstore file, but I added a new one called weaviate_v4.py. This way users using the original weaviate vectorstore will not be affected, but they'll be able to try the new vectorstore if they wish. The are no dependencies other than having installed weaviate-client pre-release >= v4. I also added a file in docs/docs, which is the same as the original one for weaviate but with the new client's structure. I ran `make format`, `make lint` and `make test` before committing. :) I did not create a unit test file because I saw there are almost none for other vectorstores. Let me know if it's essential and I may try to create one. My Twitter (or X) handle is @mantzouranidis. Thanks for your work, I hope my contribution helps.
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add anthropic package
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Update Docugami Cookbook
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CONTRIBUTOR
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**Description:** Update the information in the Docugami cookbook. Fix broken links and add information on our kg-rag template.
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DALLEAPIWrapper to support Azure OpenAI
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2023-12-13T01:03:43
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### Feature request Azure OpenAI now previews the DALLE-3 model. Today, DALLEAPIWrapper only supports the openai API. ### Motivation My customers are using Azure OpenAI and would like to use DALL-E-3 in their solutions. ### Your contribution PR may not be possible but I'd like to help anyway I can.
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docs: fix links in readme
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docs: core and community readme
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COLLABORATOR
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Add support for Vertex AI Endpoint
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### Feature request Add first-class support for Vertex AI Endpoints in Langchain. This would involve providing a similar interface to the existing SageMakerEndpoint class, allowing users to easily connect to and interact with Vertex AI Endpoints. ### Motivation Although VertexAIModelGarden already exist, there may be instances where users require custom models with unique input and output formats. To address this need, a more versatile class could be developed, upon which VertexAIModelGarden could be built. This would allow for seamless integration of custom models without compromising the functionality of the existing Model Garden class. ### Your contribution The implementation taking inspiration from SageMakerEndpoint if pertinent.
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[Partner] Add langchain-google-genai package (gemini)
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COLLABORATOR
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Add a new ChatGoogleGenerativeAI class in a `langchain-google-genai` package. Still todo: add a deprecation warning in PALM
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docs: update langchain diagram
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Template for multi-modal w/ multi-vector
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2023-12-12T19:30:54
2023-12-14T00:43:16
2023-12-14T00:43:15
COLLABORATOR
null
Results - ![image](https://github.com/langchain-ai/langchain/assets/122662504/16bac14d-74d7-47b1-aed0-72ae25a81f39)
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experimental[patch]: Release 0.0.47
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2023-12-12T19:05:43
2023-12-12T19:09:40
2023-12-12T19:09:39
COLLABORATOR
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S3DocStore
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2023-12-12T18:55:18
2024-01-03T15:05:23
null
NONE
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### Feature request Hi, it seems the only DocStore available are InMemory or Google. I'd like to submit a feature request for an S3DocStore. ### Motivation Many people have raised issues related to limited DocStore options.
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14,615
docs `API Reference` top menu update
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2023-12-12T18:40:42
2023-12-20T18:16:36
2023-12-13T23:10:45
COLLABORATOR
null
An issue with the top menu. It is not in the right priority order: "API/Core/Community/Experimental/Python Docs". The second issue is that the "API" menu item is actually not for the whole API docs, but only for the "langchain" package. I've updated menu to: "Core/Langchain/Community/Experimental/Docs" Now, "Core" is the top namespace, then "Langchain". Notes: - "Langchain", not "LangChain" (the capital "C" inside). Reason: namespaces are in the lower case. So, here the capitalization helps to visually separate one menu item from another. "LangChain" messes with this visual comprehension. - The last item, "Python Docs" replaced with "Docs". Reason: A 2-word item makes an impression of two menu items. Now we have more menu items and all but this are 1-word items. This single 2-word item looks like two menu items. Since we don't have a link to the JS Docs, removing "Python" is OK. - "Docs" menu item is bold. It visually separates Docs from other menu items. Other menu items are linked to API Refernce, but Docs is linked to Documentation.
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14,614
changed default for VertexAIEmbeddings
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2023-12-12T18:38:33
2023-12-21T17:15:19
2023-12-21T17:15:19
CONTRIBUTOR
null
Replace this entire comment with: - **Description:** @kurtisvg has raised a point that it's a good idea to have a fixed version for embeddings (since otherwise a user might run a query with one version vs a vectorstore where another version was used). In order to avoid breaking changes, I'd suggest to give users a warning, and make a `model_name` a required argument in 1.5 months.
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14,613
\Fix tool_calls message merge
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2023-12-12T18:06:28
2023-12-14T01:20:55
2023-12-13T20:37:40
COLLABORATOR
null
<!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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langchain[patch]: Release 0.0.350
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[Templates] Add image
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community[patch]: Release 0.0.2
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2023-12-12T17:49:11
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<!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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added example and updated docs
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Replace this entire comment with: - **Description:** adjust docs and added an example
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SlackToolkit() does not support proxy configuration
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2023-12-12T17:16:53
2023-12-15T04:00:14
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### System Info langchain Version: 0.0.348 Python: 3.9.16 Docs suggests to use proxy entry as follows but it does not work: from slacktoolkit import SlackToolkit # Proxy settings proxies = { 'http': 'http://proxy.example.com:8080', 'https': 'https://proxy.example.com:8080' } # Initialize SlackToolkit with proxy slack_toolkit = SlackToolkit(proxies=proxies) ### Who can help? _No response_ ### Information - [ ] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [x] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction # Proxy settings proxies = { 'http': 'your_proxy', 'https': 'your_proxy' } # Initialize SlackToolkit with proxy toolkit = SlackToolkit(proxies=proxies) tools = toolkit.get_tools() llm = OpenAI(temperature=0) agent = initialize_agent( tools=toolkit.get_tools(), llm=llm, verbose=True, agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION, ) agent.run("Send a greeting to my coworkers in the #slack1 channel. Your name is chatbot. Set the sender name as chatbot.") ### Expected behavior slack message sent in #slack1 channel
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allow other namespaces
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2023-12-12T16:43:17
2023-12-12T17:10:00
2023-12-12T17:09:59
COLLABORATOR
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14,604
adding vectorstore_kwarg attribute to search_similarity function
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2023-12-12T16:29:04
2024-01-03T01:45:49
2024-01-03T01:18:33
CONTRIBUTOR
null
- **Description:** the ability to add all extra parameter of vectorstore and using them SemanticSimilarityExampleSelector. - **Issue:** #14583 - **Dependencies:** no dependensies - **Tag maintainer:** - **Twitter handle:** @AmirMalekiz
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docs: update multi_modal_RAG_chroma.ipynb
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2023-12-12T15:06:38
2023-12-12T23:24:37
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CONTRIBUTOR
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seperate -> separate <!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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Add cohere librarian template
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2023-12-12T14:53:03
2023-12-13T22:52:51
2023-12-13T22:34:44
CONTRIBUTOR
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Adding the example I build for the Cohere hackathon. It can: use a vector database to reccommend books <img width="840" alt="image" src="https://github.com/langchain-ai/langchain/assets/144115527/96543a18-217b-4445-ab4b-950c7cced915"> Use a prompt template to provide information about the library <img width="834" alt="image" src="https://github.com/langchain-ai/langchain/assets/144115527/996c8e0f-cab0-4213-bcc9-9baf84f1494b"> Use Cohere RAG to provide grounded results <img width="822" alt="image" src="https://github.com/langchain-ai/langchain/assets/144115527/7bb4a883-5316-41a9-9d2e-19fd49a43dcb">
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WatsonxLLM updates/enhancements
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2023-12-12T14:11:06
2024-01-02T02:50:05
2024-01-02T02:50:05
CONTRIBUTOR
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- **Description:** updates/enhancements to IBM [watsonx.ai](https://www.ibm.com/products/watsonx-ai) LLM provider (prompt tuned models and prompt templates deployments support) - **Dependencies:** [ibm-watsonx-ai](https://pypi.org/project/ibm-watsonx-ai/), - **Tag maintainer:** : @hwchase17 , @eyurtsev , @baskaryan - **Twitter handle:** details in comment below. Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. ✅
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14,596
QaWithSources default prompt is massive
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2023-12-12T13:40:37
2023-12-13T08:28:38
null
CONTRIBUTOR
null
### System Info Not relevant ### Who can help? @hwchase17 @agola11 ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [X] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction Use the QA With Sources chain with the default prompt. If the chain type is `stuff` or `map_reduce` the default prompts used are [this](https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/qa_with_sources/stuff_prompt.py) and [this](https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/qa_with_sources/map_reduce_prompt.py) respectively. These files are massive, and easily adds a 1000+ tokens to every request. In models like PALM2, there's barely any tokens left for other questions. ### Expected behavior These prompts should be much more short, even if as a sample input.
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14,595
Sources returned in QaWithSources can be optimised
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2023-12-12T13:30:30
2023-12-12T13:32:50
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CONTRIBUTOR
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### Feature request As of the current implementation of the QA with sources chain, if `return_source_documents` is set to `True`, [all the sources](https://github.com/langchain-ai/langchain/blob/76905aa043e3e604b5b34faf5e91d0aedb5ed6dd/libs/langchain/langchain/chains/qa_with_sources/base.py#L165) that are retrieved from the vector DB are returned. The `sources` field returns a list of file names that were used by the LLM. I propose we could do something like this 1. Assign each `Document` a unique UUID as the `source` before passing it to the LLM. 2. Once the LLM returns the relevant sources, we can backmap this to the actual `Document`s that were used by the LLM as opposed to getting just the filename. ### Motivation This information seems vastly more useful than the entire response from the vector DB. For our current use cases, we've ended up overriding these functions to add this functionality. ### Your contribution I can raise a PR adding this if this is something that you'd find useful as well. An additional issue to report, the `_split_sources` [function](https://github.com/langchain-ai/langchain/blob/76905aa043e3e604b5b34faf5e91d0aedb5ed6dd/libs/langchain/langchain/chains/qa_with_sources/base.py#L124) splits at the first instance of `SOURCE` which seems to be a bit problematic. I can fix this to split at the last occurence.
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How to use custom tracing tool like opentelemetry or tempo
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2023-12-12T12:41:42
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### Feature request How to use custom tracing tool like opentelemetry or tempo ### Motivation If I don't want to use LangSmith ### Your contribution N/A
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14,593
Not able to inference deepseek-coder-6.7b-instruct.Q5_K_M.gguf
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2023-12-15T13:29:13
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### System Info OS: Apple M1 Max ______________________ Name: langchain Version: 0.0.349 Summary: Building applications with LLMs through composability Home-page: https://github.com/langchain-ai/langchain Author: Author-email: License: MIT Requires: aiohttp, async-timeout, dataclasses-json, jsonpatch, langchain-community, langchain-core, langsmith, numpy, pydantic, PyYAML, requests, SQLAlchemy, tenacity Required-by: ### Who can help? @hwchase17 @agola11 ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [X] LLMs/Chat Models - [ ] Embedding Models - [X] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction Steps to reproduce: I have followed the instructions provided here : https://python.langchain.com/docs/integrations/llms/llamacpp. Though not able inference it correctly. Model path : https://huggingface.co/TheBloke/deepseek-coder-6.7B-instruct-GGUF ``` from langchain.callbacks.manager import CallbackManager from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler from langchain.chains import LLMChain, QAGenerationChain from langchain.llms import LlamaCpp from langchain.prompts import PromptTemplate template = """Question: {question} Answer: Let's work this out in a step by step way to be sure we have the right answer.""" prompt = PromptTemplate(template=template, input_variables=["question"]) callback_manager = CallbackManager([StreamingStdOutCallbackHandler()]) n_gpu_layers = 1 # Change this value based on your model and your GPU VRAM pool. n_batch = 512 # Should be between 1 and n_ctx, consider the amount of VRAM in your GPU. llm = LlamaCpp( model_path="../models/deepcoder-gguf/deepseek-coder-6.7b-instruct.Q2_K.gguf", n_gpu_layers=n_gpu_layers, max_tokens=2000, top_p=1, n_batch=n_batch, callback_manager=callback_manager, f16_kv=True, verbose=True, # Verbose is required to pass to the callback manager ) llm( "Question: Write python program to add two numbers ? Answer:" ) ``` Result: ` < """"""""""""""""""""""/"` Requesting you to look into it. Please let me know in case you need more information. Thank you. I have tried the same model file with **[llama-cpp-python](https://github.com/abetlen/llama-cpp-python)** package and it works as expected. Please find below the code that I have tried: ``` import json import time from llama_cpp import Llama n_gpu_layers = 1 # Change this value based on your model and your GPU VRAM pool. n_batch = 512 llm = Llama(model_path="../models/deepcoder-gguf/deepseek-coder-6.7b-instruct.Q5_K_M.gguf" , chat_format="llama-2", n_gpu_layers=n_gpu_layers,n_batch=n_batch) start_time = time.time() pp = llm.create_chat_completion( messages = [ {"role": "system", "content": "You are an python language assistant."}, { "role": "user", "content": "Write quick sort ." } ]) end_time = time.time() print("execution time:", {end_time - start_time}) print(pp["choices"][0]["message"]["content"]) ``` Output : ``` ## Quick Sort Algorithm in Python Here is a simple implementation of the quicksort algorithm in Python: ```python def partition(arr, low, high): i = (low-1) # index of smaller element pivot = arr[high] # pivot for j in range(low , high): if arr[j] <= pivot: i += 1 arr[i],arr[j] = arr[j],arr[i] arr[i+1],arr[high] = arr[high],arr[i+1] return (i+1) def quickSort(arr, low, high): if low < high: pi = partition(arr,low,high) quickSort(arr, low, pi-1) quickSort(arr, pi+1, high) # Test the code n = int(input("Enter number of elements in array: ")) print("Enter elements: ") arr = [int(input()) for _ in range(n)] quickSort(arr,0,n-1) print ("Sorted array is:") for i in range(n): print("%d" %arr[i]), This code first defines a helper function `partition()` that takes an array and two indices. It then rearranges the elements of the array so that all numbers less than or equal to the pivot are on its left, while all numbers greater than the pivot are on its right. The `quickSort()` function is then defined which recursively applies this partitioning process until the entire array is sorted. The user can input their own list of integers and the program will output a sorted version of that list. [/code] Conclusion In conclusion, Python provides several built-in functions for sorting lists such as `sort()` or `sorted()` but it's also possible to implement quick sort algorithm from scratch using custom function. This can be useful in situations where you need more control over the sorting process or when dealing with complex data structures. ``` ### Expected behavior It should inference the model just like the native [llama-cpp-python](https://github.com/abetlen/llama-cpp-python) package.
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Issue: <How to store/export the output of a chatbot to excel ' prefix>
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2023-12-14T13:14:32
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### Issue you'd like to raise. i have created a chatbot to chat with the sql database using openai and langchain, but how to store or output data into excel using langchain. I got some idea from chatgpt which i have integrated with my code, but there is an error while importing the modules below is my code import pandas as pd import sqlalchemy as sal import os, sys, openai import constants from langchain.sql_database import SQLDatabase from langchain.llms.openai import OpenAI from langchain_experimental.sql import SQLDatabaseChain from sqlalchemy import create_engine # import ChatOpenAI from langchain.chat_models import ChatOpenAI from typing import List, Optional from langchain.agents.agent_toolkits import SQLDatabaseToolkit from langchain.callbacks.manager import CallbackManagerForToolRun from langchain.chat_models import ChatOpenAI from langchain_experimental.plan_and_execute import ( PlanAndExecute, load_agent_executor, load_chat_planner, ) from langchain.sql_database import SQLDatabase from langchain.text_splitter import TokenTextSplitter from langchain.tools import BaseTool from langchain.tools.sql_database.tool import QuerySQLDataBaseTool from secret_key import openapi_key from langchain import PromptTemplate from langchain.models import ChatGPTClient from langchain.utils import save_conversation os.environ['OPENAI_API_KEY'] = openapi_key def chat(question): from urllib.parse import quote_plus server_name = constants.server_name database_name = constants.database_name username = constants.username password = constants.password encoded_password = quote_plus(password) connection_uri = f"mssql+pyodbc://{username}:{encoded_password}@{server_name}/{database_name}?driver=ODBC+Driver+17+for+SQL+Server" # custom_suffix = """"" # If the SQLResult is empty, the Answer should be "No results found". DO NOT hallucinate an answer if there is no result.""" engine = create_engine(connection_uri) model_name="gpt-3.5-turbo-16k" db = SQLDatabase(engine, view_support=True, include_tables=['EGV_emp_departments_ChatGPT']) # db = SQLDatabase(engine, view_support=True, include_tables=['egv_emp_acadamics_ChatGPT']) llm = ChatOpenAI(temperature=0, verbose=False, model=model_name) db_chain = SQLDatabaseChain.from_llm(llm, db, verbose=True) from langchain.prompts import PromptTemplate PROMPT = """ Given an input question, first create a syntactically correct mssql query to run, then look at the results of the query and return the answer. The question: {db_chain.run} """ prompt_template = """" Use the following pieces of context to answer the question at the end. If you don't know the answer, please think rationally and answer from your own knowledge base. Don't consider the table which are not mentioned, if no result is matching with the keyword Please return the answer as invalid question {context} Question: {questions} """ PROMPT = PromptTemplate( template=prompt_template, input_variables=["context", "questions"] ) def split_text(text, chunk_size, chunk_overlap=0): text_splitter = TokenTextSplitter( chunk_size=chunk_size, chunk_overlap=chunk_overlap ) yield from text_splitter.split_text(text) class QuerySQLDatabaseTool2(QuerySQLDataBaseTool): def _run( self, query: str, run_manager: Optional[CallbackManagerForToolRun] = None, ) -> str: result = self.db.run_no_throw(query) return next(split_text(result, chunk_size=14_000)) class SQLDatabaseToolkit2(SQLDatabaseToolkit): def get_tools(self) -> List[BaseTool]: tools = super().get_tools() original_query_tool_description = tools[0].description new_query_tool = QuerySQLDatabaseTool2( db=self.db, description=original_query_tool_description ) tools[0] = new_query_tool return tools return db_chain.run(question) # answer=chat("give the names of employees who have completed PG") answer= chat("give the list of employees joined in january and february of 2023 with Employee ID, Name, Department,Date of join") print(answer) conversation_data= chatgpt.chat(prompt="convert into .csv and .xlsx only if the multiple values are asked in the question, if one a single thing is asked, just give the answer in chatbot no need to save the answer") # conversation_data = chat("convert into .csv and .xlsx only if the multiple values are asked in the question, if one a single thing is asked, just give the answer in chatbot no need to save the answer") save_conversation(conversation_data, "chat_data.csv") df = pd.read_csv("chat_data.csv") path = r"C:\Users\rndbcpsoft\OneDrive\Desktop\test\chat_data.xlsx" df.to_excel(path, index=False) print(f"Conversation data has been saved to '{path}' in Excel format.") ### Suggestion: _No response_
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14,591
Fix detection of Amazon OpenSearch Serverless
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2023-12-12T10:27:50
2024-01-09T10:14:07
2024-01-09T10:14:06
CONTRIBUTOR
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- **Description:** Fixes detection Amazon OpenSearch Serverless (AOSS) when using the `RequestsAWSV4SignerAuth` utility from [opensearch-py][1] for authentication. Keeps compatibility with using [requests-aws4auth][2]. - **Issue:** #14129 - **Dependencies:** [opensearch-py][3], [requests-aws4auth][2] (for testing purposes only) - **Tag maintainer:** @naveentatikonda @eyurtsev [1]: https://github.com/opensearch-project/opensearch-py/blob/c4e53d444aef698e08801bfccd55a2478721a97c/opensearchpy/helpers/signer.py#L73C21-L73C21 [2]: https://pypi.org/project/requests-aws4auth/ [3]: https://pypi.org/project/opensearch-py/
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14,590
Caching with Bedrock does not distinguish models or params
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### System Info Python 3.9.12, LangChain 0.0.346 ### Who can help? @agola11 @3coins ### Information - [ ] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [X] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction When you use caching with LangChain, it does not distinguish different LLM models. For example, the response for LLama2 was used for a prompt for Claude 2. ``` def ask_name(model_id): question = 'what is your name?' bedrock = Bedrock(model_id=model_id, model_kwargs={'temperature': 0.1}) print('me: ' + question) t0 = datetime.datetime.now() print(f'{bedrock.model_id}: ' + bedrock(question).strip()) print('({:.2f} sec)'.format((datetime.datetime.now() - t0).total_seconds())) print() model_ids = ['meta.llama2-70b-chat-v1','anthropic.claude-v2',] for model_id in model_ids: ask_name(model_id) ask_name(model_id) ``` ==> ``` me: what is your name? meta.llama2-70b-chat-v1: Answer: My name is LLaMA, I'm a large language model trained by a team of researcher at Meta AI. (2.24 sec) me: what is your name? meta.llama2-70b-chat-v1: Answer: My name is LLaMA, I'm a large language model trained by a team of researcher at Meta AI. (0.00 sec) me: what is your name? anthropic.claude-v2: Answer: My name is LLaMA, I'm a large language model trained by a team of researcher at Meta AI. (0.00 sec) ``` This is because of https://github.com/langchain-ai/langchain/blob/db6bf8b022c17353b46f97ab3b9f44ff9e88a488/libs/langchain/langchain/llms/bedrock.py#L235 ``` @property def _identifying_params(self) -> Mapping[str, Any]: """Get the identifying parameters.""" _model_kwargs = self.model_kwargs or {} return { **{"model_kwargs": _model_kwargs}, } ``` My current workaround is subclassing the `Bedrock` class: ``` class MyBedrock(Bedrock): @property def _identifying_params(self) -> Mapping[str, Any]: """Get the identifying parameters.""" return { 'model_id': self.model_id, **BedrockBase._identifying_params.__get__(self) } ``` This seems working. ### Expected behavior LLama 2 should replay with "My name is LLaMa..." while Claude 2 should reply with "My name is Claude."
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14,589
Unable to dump/load custom classes since langchain_core 0.0.13
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2023-12-12T10:16:56
2023-12-13T10:44:16
2023-12-12T17:10:00
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### System Info python: 3.11 langchain: 0.0.347-0.0.349 langchain_core: 0.0.12, 0.0.13 ### Who can help? @hwchase17 ### Information - [ ] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction ```python import langchain_core.load class Custom(langchain_core.load.Serializable): @classmethod def is_lc_serializable(cls) -> bool: return True out = langchain_core.load.dumps(Custom()) langchain_core.load.loads( out, valid_namespaces=["langchain", "__main__"], ) ``` ### Expected behavior I'm expecting it's possible to make a custom class serializable, but since langchain_core 0.0.13 the `valid_namespaces` is effectively ignored as it relies on a whitelist of what can be serialized `SERIALIZABLE_MAPPING`. So I get the error: > ValueError: Trying to deserialize something that cannot be deserialized in current version of langchain-core: ('__main__', 'Custom') Triggered in [load.py#L68](https://github.com/langchain-ai/langchain/blob/v0.0.349/libs/core/langchain_core/load/load.py#L68) --- I'm not sure if serialization was ever intended to be part of the public API, but I've found it convenient to be able to make my custom parts of chains also abide by the serialization protocol and still be able to dump/load my chains
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14,588
OutputFixingParser should use callbacks
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### System Info Python 3.9.13, LangChain 0.0.347, Windows 10 ### Who can help? @hwchase17 @agola ### Information - [ ] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [X] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [X] Callbacks/Tracing - [ ] Async ### Reproduction Running this snippet: ```python answers = (answer for answer in ["answer1", "answer2"]) class CustomLLM(LLM): def _llm_type(self) -> str: return "custom" def _call(self, prompt: str, **_) -> str: return next(answers) class CustomOutputParser(BaseOutputParser[str]): reject_output: bool = True def parse(self, text: str) -> str: if self.reject_output: self.reject_output = False raise OutputParserException(f"Parsing failed") return text def get_format_instructions(self) -> str: return "format instructions" class CustomCallbackHandler(BaseCallbackHandler): def on_llm_end(self, response: LLMResult, **_): print(f"received LLM response: {response}") llm = CustomLLM() chain = LLMChain( llm=llm, prompt=PromptTemplate.from_template("Testing prompt"), output_key="chain_output", verbose=True, output_parser=OutputFixingParser.from_llm(llm, CustomOutputParser()), ) result = chain({}, callbacks=[CustomCallbackHandler()]) print(f"Chain result is {result}") ``` produces the following output: ``` > Entering new LLMChain chain... Prompt after formatting: Testing prompt received LLM response: generations=[[Generation(text='answer1')]] llm_output=None run=None > Finished chain. Chain result is {'chain_output': 'answer2'} ``` ### Expected behavior The output line `received LLM response: generations=[[Generation(text='answer1')]] llm_output=None run=None` should also appear with `answer2`, because that one is also generated while running the chain that was configured to use the `CustomCallbackHandler`. The callbacks should also be used in the chain that is created inside the OutputFixingParser. In my opinion, the chain doing the retry, should have the overall chain as a parent in the callback methods (`on_chain_start()` an so on).
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fix a bug in RedisNum filter againt value 0
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2023-12-12T09:31:08
2023-12-12T23:34:46
2023-12-12T23:34:46
CONTRIBUTOR
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- **Description:** There is a bug in RedisNum filter that filter towards value 0 will be parsed as "*". This is a fix to it. - **Issue:** NA - **Dependencies:** NA - **Tag maintainer:** NA - **Twitter handle:** NA
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Issue: Getting error while integrating Confluence Spaces including attachments
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### Issue you'd like to raise. below is my code ` confluence_url = config.get("confluence_url", None) username = config.get("username", None) api_key = config.get("api_key", None) space_key = config.get("space_key", None) documents = [] embedding = OpenAIEmbeddings() loader = ConfluenceLoader( url=confluence_url, username=username, api_key=api_key ) for space_key in space_key: documents.extend(loader.load(space_key=space_key,include_attachments=True,limit=100))` The error I am getting: raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 404 Client Error: Not Found for url: https://api.media.atlassian.com/file/UNKNOWN_MEDIA_ID/binary?token=sometoken&name=Invalid%20file%20id%20-%20UNKNOWN_MEDIA_ID&max-age=2940 ### Suggestion: _No response_
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ValidationError: 2 validation errors for DocArrayDoc returned when try to execute the RAG Search Example
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2023-12-12T08:57:21
2024-01-04T06:45:44
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### System Info Langchain Version: 0.0.335 Platform: Win11 Python Version: 3.11.5 Hi experts, I'm trying to execute the RAG Search Example on the Langchain Doc: https://python.langchain.com/docs/expression_language/get_started **Here is the code:** from langchain.chat_models import ChatOpenAI from langchain.embeddings import OpenAIEmbeddings from langchain.prompts import ChatPromptTemplate from langchain.vectorstores import DocArrayInMemorySearch from langchain.schema import StrOutputParser from langchain.schema.runnable import RunnableParallel, RunnablePassthrough vectorstore = DocArrayInMemorySearch.from_texts( ["harrison worked at kensho", "bears like to eat honey"], embedding=OpenAIEmbeddings(), ) retriever = vectorstore.as_retriever() template = """Answer the question based only on the following context: {context} Question: {question} """ prompt = ChatPromptTemplate.from_template(template) model = ChatOpenAI() output_parser = StrOutputParser() setup_and_retrieval = RunnableParallel( {"context": retriever, "question": RunnablePassthrough()} ) chain = setup_and_retrieval | prompt | model | output_parser chain.invoke("where did harrison work?") **but the example fails with the ValidationError: 2 validation errors for DocArrayDoc.** **Here is the error details:** C:\Project\pythonProjectAI\.venv\Lib\site-packages\pydantic\_migration.py:283: UserWarning: `pydantic.error_wrappers:ValidationError` has been moved to `pydantic:ValidationError`. warnings.warn(f'`{import_path}` has been moved to `{new_location}`.') Traceback (most recent call last): File "C:\Project\pythonProjectAI\AI.py", line 28, in <module> chain.invoke("where did harrison work?") File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\runnable\base.py", line 1427, in invoke input = step.invoke( ^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\runnable\base.py", line 1938, in invoke output = {key: future.result() for key, future in zip(steps, futures)} ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\runnable\base.py", line 1938, in <dictcomp> output = {key: future.result() for key, future in zip(steps, futures)} ^^^^^^^^^^^^^^^ File "C:\Program Files\Python\Lib\concurrent\futures\_base.py", line 456, in result return self.__get_result() ^^^^^^^^^^^^^^^^^^^ File "C:\Program Files\Python\Lib\concurrent\futures\_base.py", line 401, in __get_result raise self._exception File "C:\Program Files\Python\Lib\concurrent\futures\thread.py", line 58, in run result = self.fn(*self.args, **self.kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\retriever.py", line 112, in invoke return self.get_relevant_documents( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\retriever.py", line 211, in get_relevant_documents raise e File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\retriever.py", line 204, in get_relevant_documents result = self._get_relevant_documents( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\schema\vectorstore.py", line 657, in _get_relevant_documents docs = self.vectorstore.similarity_search(query, **self.search_kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\vectorstores\docarray\base.py", line 127, in similarity_search results = self.similarity_search_with_score(query, k=k, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\langchain\vectorstores\docarray\base.py", line 106, in similarity_search_with_score query_doc = self.doc_cls(embedding=query_embedding) # type: ignore ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "C:\Project\pythonProjectAI\.venv\Lib\site-packages\pydantic\main.py", line 164, in __init__ __pydantic_self__.__pydantic_validator__.validate_python(data, self_instance=__pydantic_self__) pydantic_core._pydantic_core.ValidationError: 2 validation errors for DocArrayDoc text Field required [type=missing, input_value={'embedding': [-0.0192381..., 0.010137099064823456]}, input_type=dict] For further information visit https://errors.pydantic.dev/2.5/v/missing metadata Field required [type=missing, input_value={'embedding': [-0.0192381..., 0.010137099064823456]}, input_type=dict] For further information visit https://errors.pydantic.dev/2.5/v/missing ### Who can help? _No response_ ### Information - [X] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [X] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction from langchain.chat_models import ChatOpenAI from langchain.embeddings import OpenAIEmbeddings from langchain.prompts import ChatPromptTemplate from langchain.vectorstores import DocArrayInMemorySearch from langchain.schema import StrOutputParser from langchain.schema.runnable import RunnableParallel, RunnablePassthrough vectorstore = DocArrayInMemorySearch.from_texts( ["harrison worked at kensho", "bears like to eat honey"], embedding=OpenAIEmbeddings(), ) retriever = vectorstore.as_retriever() template = """Answer the question based only on the following context: {context} Question: {question} """ prompt = ChatPromptTemplate.from_template(template) model = ChatOpenAI() output_parser = StrOutputParser() setup_and_retrieval = RunnableParallel( {"context": retriever, "question": RunnablePassthrough()} ) chain = setup_and_retrieval | prompt | model | output_parser chain.invoke("where did harrison work?") ### Expected behavior The example runs well.
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GraphCypherQAChain Unhandled Exception while running Erroneous Cypher Queries
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2023-12-12T08:29:13
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https://github.com/langchain-ai/langchain/blob/76905aa043e3e604b5b34faf5e91d0aedb5ed6dd/libs/langchain/langchain/chains/graph_qa/cypher.py#L266C2-L269C25 Hi, I am heavily using GraphCypherQAChain and sometimes cypher_query_corrector returns generated cypher as valid but have some syntax problems or completely it is not a cypher query; and during the execution of the neo4j, it raises errors. Where do you think that these errors should be handled, how to continue the chain execution without any interruption and return a plausible response to the user? @tomasonjo Example: <img width="1104" alt="image" src="https://github.com/langchain-ai/langchain/assets/9192832/0cac12a9-0a4c-4446-af30-2f54ac3290c8"> Thanks!
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I_kwDOIPDwls55bDtv
14,583
passing down vectorstore additional argument in SemanticSimilarityExampleSelector
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2023-12-12T07:18:55
2023-12-12T07:21:11
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CONTRIBUTOR
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### Feature request Currently, SemanticSimilarityExampleSelector only passes `k` as a parameter to vectorstore [see here](https://github.com/langchain-ai/langchain/blob/76905aa043e3e604b5b34faf5e91d0aedb5ed6dd/libs/core/langchain_core/example_selectors/semantic_similarity.py#L55C10-L55C10). vectorstore, depending on the implementation can take multiple other arguments. most notably, `filters` can be passed down [see here](https://github.com/langchain-ai/langchain/blob/76905aa043e3e604b5b34faf5e91d0aedb5ed6dd/libs/community/langchain_community/vectorstores/faiss.py#L505C13-L507C38) ### Motivation Having the ability to filter down examples (on top of similarity search) would be very helpful in controlling the examples that are added to the prompt. This feature provides significant more control over examples selection. ### Your contribution It is very easy to update this. add a new attribute `vectorstore_kwargs` to the class class SemanticSimilarityExampleSelector(BaseExampleSelector, BaseModel): """Example selector that selects examples based on SemanticSimilarity.""" vectorstore: VectorStore """VectorStore than contains information about examples.""" k: int = 4 """Number of examples to select.""" example_keys: Optional[List[str]] = None """Optional keys to filter examples to.""" input_keys: Optional[List[str]] = None """Optional keys to filter input to. If provided, the search is based on the input variables instead of all variables.""" vectorstore_kwargs: Optional[Dict[str, Any]] = None """additional arguments passed to vectorstore for similarity search.""" and then update the `select_examples` function with `example_docs = self.vectorstore.similarity_search(query, k=self.k, **self.vectorstore_kwargs)`
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Fixes and Upgrades for the Tongyi LLM and ChatTongyi Model
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2023-12-12T07:12:52
2023-12-17T18:33:28
2023-12-16T11:22:54
CONTRIBUTOR
null
- **Description:** fixes and upgrades for the Tongyi LLM and ChatTongyi Model - Fixed typos; it should be `Tongyi`, not `OpenAI`. - Fixed a bug in `stream_generate_with_retry`; it's a real stream generator now. - Fixed a bug in `validate_environment`; the `dashscope_api_key` should be properly handled when set by environment variables or initialization parameters. - Changed the `dashscope` response to incremental output by setting the parameter `incremental_output`, which eliminates the need for the prefix-removal trick. - Removed some unused parameters, like `n`, `prefix_messages`. - Added `_stream` method. - Added async methods support, such as `_astream`, `_agenerate`, `_abatch`. - **Dependencies:** No new dependencies. - **Tag maintainer:** @baskaryan > PS: Some may be confused about the terms `dashscope`, `tongyi`, and `Qwen`: > - `dashscope`: A platform to deploy LLMs and provide APIs to invoke the LLM. > - `tongyi`: A brand name or overall term about Alibaba Cloud's LLM/AI. > - `Qwen`: An LLM that is open-sourced and deployed in `dashscope`. > > We use the `dashscope` SDK to interact with the `tongyi`-`Qwen` LLM.
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RetrievalQA and AzureOpenAIEmbeddings lead to TypeError: cannot pickle '_thread.lock' object
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### System Info python = "^3.10" openai = "^1.3.8" langchain = "^0.0.349" ### Who can help? _No response_ ### Information - [ ] The official example notebooks/scripts - [ ] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [X] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction ```` import chromadb from langchain.embeddings import AzureOpenAIEmbeddings from langchain.vectorstores.chroma import Chroma client = chromadb.HttpClient( host=CHROMA_SERVER_HOST, port=CHROMA_SERVER_HTTP_PORT, ) embeddings = AzureOpenAIEmbeddings( openai_api_type=AZURE_OPENAI_API_TYPE, azure_endpoint=AZURE_OPENAI_API_BASE, api_key=AZURE_OPENAI_API_KEY, openai_api_version=AZURE_OPENAI_API_VERSION, azure_deployment=AZURE_EMBEDDING_DEPLOYMENT_NAME, ) vectordb = Chroma( client=client, collection_name=CHROMA_COLLECTION_NAME_FBIG_1000, embedding_function=embeddings, ) ```` ### Expected behavior TypeError: cannot pickle '_thread.RLock' object When I use openai = "0.28.1" it doesn't have the above error
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An output parsing error occurred. Could not parse LLM output create_csv_agent
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2023-12-12T07:48:08
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### System Info Ubuntu 20.04 CUDA 12.1 NVIDIA RTX 4070 ### Who can help? @hwchase17 @eyurtsev ### Information - [X] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [ ] LLMs/Chat Models - [ ] Embedding Models - [ ] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [X] Agents / Agent Executors - [ ] Tools / Toolkits - [ ] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction ``` from langchain.callbacks.manager import CallbackManager from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler from langchain.chains import LLMChain from langchain.llms import LlamaCpp from langchain.prompts import PromptTemplate template = """Question: {question} Answer: Your Answer""" prompt = PromptTemplate(template=template, input_variables=["question"]) callback_manager = CallbackManager([StreamingStdOutCallbackHandler()]) n_gpu_layers = 80 # Change this value based on your model and your GPU VRAM pool. n_batch = 512 # Should be between 1 and n_ctx, consider the amount of VRAM in your GPU.llm = LlamaCpp(model_path="/home/rtx-4070/Downloads/openorca-platypus2-13b.Q4_K_M.gguf", n_gpu_layers=n_gpu_layers, n_batch=n_batch, callback_manager=callback_manager, verbose=True, n_ctx=2048 ) from langchain_experimental.agents.agent_toolkits import create_csv_agent from langchain.agents.agent_types import AgentType agent = create_csv_agent( llm, "/home/rtx-4070/git_brainyneurals/langchain_local/docs/SPY.csv", verbose=True, agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION, handle_parsing_errors=True ) agent.run("How many rows are there?") ``` I am running opeorca model which I have downloaded from HuggingFace. But I am facing this erros. Could you please help me with related solutions? Or Suggest any other ways or models. Would be grateful. Thanks in advance. ### Expected behavior I want to make work simple csv agent that runs on my RTX 4070 Desktop GPU with any open source models.
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create mypy cache dir if it doesn't exist
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2023-12-12T03:23:30
2023-12-12T23:34:50
2023-12-12T23:34:50
CONTRIBUTOR
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### Description When running `make lint` multiple times, i can see the error `mkdir: .mypy_cache: File exists`. Use `mkdir -p` to solve this problem. <img width="1512" alt="Screenshot 2023-12-12 at 11 22 01 AM" src="https://github.com/langchain-ai/langchain/assets/10000925/1429383d-3283-4e22-8882-5693bc50b502">
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docs[patch]: update installation with core and community
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COLLABORATOR
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Fix embeddings example for Databricks
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2023-12-12T00:31:09
2023-12-12T03:24:22
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CONTRIBUTOR
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<!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. --> Fix `from langchain.llms import DatabricksEmbeddings` to `from langchain.embeddings import DatabricksEmbeddings`.
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docs[patch], templates[patch]: Import from core
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2023-12-12T00:21:12
2023-12-12T00:49:12
2023-12-12T00:49:11
COLLABORATOR
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Update imports to use core for the low-hanging fruit changes. Ran following ```bash git grep -l 'langchain.schema.runnable' {docs,templates,cookbook} | xargs sed -i '' 's/langchain\.schema\.runnable/langchain_core.runnables/g' git grep -l 'langchain.schema.output_parser' {docs,templates,cookbook} | xargs sed -i '' 's/langchain\.schema\.output_parser/langchain_core.output_parsers/g' git grep -l 'langchain.schema.messages' {docs,templates,cookbook} | xargs sed -i '' 's/langchain\.schema\.messages/langchain_core.messages/g' git grep -l 'langchain.schema.chat_histry' {docs,templates,cookbook} | xargs sed -i '' 's/langchain\.schema\.chat_history/langchain_core.chat_history/g' git grep -l 'langchain.schema.prompt_template' {docs,templates,cookbook} | xargs sed -i '' 's/langchain\.schema\.prompt_template/langchain_core.prompts/g' git grep -l 'from langchain.pydantic_v1' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.pydantic_v1/from langchain_core.pydantic_v1/g' git grep -l 'from langchain.tools.base' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.tools\.base/from langchain_core.tools/g' git grep -l 'from langchain.chat_models.base' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.chat_models.base/from langchain_core.language_models.chat_models/g' git grep -l 'from langchain.llms.base' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.llms\.base\ /from langchain_core.language_models.llms\ /g' git grep -l 'from langchain.embeddings.base' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.embeddings\.base/from langchain_core.embeddings/g' git grep -l 'from langchain.vectorstores.base' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.vectorstores\.base/from langchain_core.vectorstores/g' git grep -l 'from langchain.agents.tools' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.agents\.tools/from langchain_core.tools/g' git grep -l 'from langchain.schema.output' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.output\ /from langchain_core.outputs\ /g' git grep -l 'from langchain.schema.embeddings' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.embeddings/from langchain_core.embeddings/g' git grep -l 'from langchain.schema.document' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.document/from langchain_core.documents/g' git grep -l 'from langchain.schema.agent' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.agent/from langchain_core.agents/g' git grep -l 'from langchain.schema.prompt ' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.prompt\ /from langchain_core.prompt_values /g' git grep -l 'from langchain.schema.language_model' {docs,templates,cookbook} | xargs sed -i '' 's/from langchain\.schema\.language_model/from langchain_core.language_models/g' ```
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2023-12-12T00:20:11
2023-12-14T16:27:01
2023-12-14T16:19:04
CONTRIBUTOR
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Hi, We are renaming our product from LLMonitor to Lunary.ai. This PR changes all references to LLMonitor throughout the code to Lunary. Thanks!
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COLLABORATOR
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Adds a `langchain integration new --name integration-name` command to the cli. Should be run from `libs/partners`
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CONTRIBUTOR
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**Description:** Fixes to rag-semi-structured template. - Added required libraries - pdfminer was causing issues when installing with pip. pdfminer.six works best - Changed the pdf name for demo from llama2 to llava <!-- Thank you for contributing to LangChain! Replace this entire comment with: - **Description:** a description of the change, - **Issue:** the issue # it fixes (if applicable), - **Dependencies:** any dependencies required for this change, - **Tag maintainer:** for a quicker response, tag the relevant maintainer (see below), - **Twitter handle:** we announce bigger features on Twitter. If your PR gets announced, and you'd like a mention, we'll gladly shout you out! Please make sure your PR is passing linting and testing before submitting. Run `make format`, `make lint` and `make test` to check this locally. See contribution guidelines for more information on how to write/run tests, lint, etc: https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md If you're adding a new integration, please include: 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/extras` directory. If no one reviews your PR within a few days, please @-mention one of @baskaryan, @eyurtsev, @hwchase17. -->
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2023-12-11T23:14:58
2023-12-12T16:34:29
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infra: import CI speed
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2023-12-11T23:13:54
2023-12-11T23:19:23
2023-12-11T23:19:22
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Was taking 10 mins. Now a few seconds.
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community[patch]: Release 0.0.1
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Predibase TypeError: LlmMixin.prompt() got an unexpected keyword argument 'model_name'
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2023-12-12T15:47:11
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### System Info Lanchain: 0.0.348 Python 3.12.0 ### Who can help? @hwchase17 @agola11 ### Information - [X] The official example notebooks/scripts - [X] My own modified scripts ### Related Components - [X] LLMs/Chat Models - [ ] Embedding Models - [X] Prompts / Prompt Templates / Prompt Selectors - [ ] Output Parsers - [ ] Document Loaders - [ ] Vector Stores / Retrievers - [ ] Memory - [ ] Agents / Agent Executors - [ ] Tools / Toolkits - [X] Chains - [ ] Callbacks/Tracing - [ ] Async ### Reproduction Steps to reproduce the error: 1. Run the [notebook](https://github.com/langchain-ai/langchain/blob/master/docs/docs/integrations/llms/predibase.ipynb) with the latest version of Langchain. The error occurs specficially in 13 `review = overall_chain.run("Tragedy at sunset on the beach")` ### Expected behavior The expected behavior is simply to return the output from the LLM.
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