langchain

Commit Graph

Author	SHA1	Message	Date
mbchang	d3bdb8ea6d	FileCallbackHandler (#5589 ) # like [StdoutCallbackHandler](https://github.com/hwchase17/langchain/blob/master/langchain/callbacks/stdout.py), but writes to a file When running experiments I have found myself wanting to log the outputs of my chains in a more lightweight way than using WandB tracing. This PR contributes a callback handler that writes to file what `StdoutCallbackHandler` would print. <!-- Thank you for contributing to LangChain! Your PR will appear in our release under the title you set. Please make sure it highlights your valuable contribution. Replace this with a description of the change, the issue it fixes (if applicable), and relevant context. List any dependencies required for this change. After you're done, someone will review your PR. They may suggest improvements. If no one reviews your PR within a few days, feel free to @-mention the same people again, as notifications can get lost. Finally, we'd love to show appreciation for your contribution - if you'd like us to shout you out on Twitter, please also include your handle! --> ## Example Notebook <!-- If you're adding a new integration, please include: 1. a test for the integration - favor unit tests that does not rely on network access. 2. an example notebook showing its use See contribution guidelines for more information on how to write tests, lint etc: https://github.com/hwchase17/langchain/blob/master/.github/CONTRIBUTING.md --> See the included `filecallbackhandler.ipynb` notebook for usage. Would it be better to include this notebook under `modules/callbacks` or under `integrations/`? ![image](https://github.com/hwchase17/langchain/assets/6439365/c624de0e-343f-4eab-a55b-8808a887489f) ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: @agola11 <!-- For a quicker response, figure out the right person to tag with @ @hwchase17 - project lead Tracing / Callbacks - @agola11 Async - @agola11 DataLoaders - @eyurtsev Models - @hwchase17 - @agola11 Agents / Tools / Toolkits - @vowelparrot VectorStores / Retrievers / Memory - @dev2049 -->	1 year ago
rajib	1c51d3db0f	Created fix for 5475 (#5659 ) Created fix for 5475 Currently in PGvector, we do not have any function that returns the instance of an existing store. The from_documents always adds embeddings and then returns the store. This fix is to add a function that will return the instance of an existing store Also changed the jupyter example for PGVector to show the example of using the function <!-- Remove if not applicable --> Fixes # 5475 #### Before submitting <!-- If you're adding a new integration, please include: 1. a test for the integration - favor unit tests that does not rely on network access. 2. an example notebook showing its use See contribution guidelines for more information on how to write tests, lint etc: https://github.com/hwchase17/langchain/blob/master/.github/CONTRIBUTING.md --> #### Who can review? @dev2049 @hwchase17 Tag maintainers/contributors who might be interested: <!-- For a quicker response, figure out the right person to tag with @ @hwchase17 - project lead Tracing / Callbacks - @agola11 Async - @agola11 DataLoaders - @eyurtsev Models - @hwchase17 - @agola11 Agents / Tools / Toolkits - @vowelparrot VectorStores / Retrievers / Memory - @dev2049 --> --------- Co-authored-by: rajib76 <rajib76@yahoo.com> Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Michael Landis	475007d63a	fix: correct momento chat history notebook typo and title (#5646 ) This PR corrects a minor typo in the Momento chat message history notebook and also expands the title from "Momento" to "Momento Chat History", inline with other chat history storage providers. #### Before submitting <!-- If you're adding a new integration, please include: 1. a test for the integration - favor unit tests that does not rely on network access. 2. an example notebook showing its use See contribution guidelines for more information on how to write tests, lint etc: https://github.com/hwchase17/langchain/blob/master/.github/CONTRIBUTING.md --> #### Who can review? cc @dev2049 who reviewed the original integration	1 year ago
Paul-Emile Brotons	92f218207b	removing client+namespace in favor of collection (#5610 ) removing client+namespace in favor of collection for an easier instantiation and to be similar to the typescript library @dev2049	1 year ago
Harrison Chase	ad09367a92	Harrison/pubmed integration (#5664 ) Co-authored-by: younis basher <71520361+younis-ba@users.noreply.github.com> Co-authored-by: Younis Bashir <younis@omicmd.com>	1 year ago
Harrison Chase	9921f8cc3a	Harrison/update azure nb (#5665 ) Co-authored-by: NEWTON MALLICK <38786893+N-E-W-T-O-N@users.noreply.github.com>	1 year ago
C.J. Jameson	4e71a1702b	nit: pgvector python example notebook, fix variable reference (#5595 ) # Your PR Title (What it does) Fixes the pgvector python example notebook : one of the variables was not referencing anything ## Before submitting ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: VectorStores / Retrievers / Memory - @dev2049	1 year ago
Leonid Ganeline	b201cfaa0f	docs `ecosystem/integrations` update 4 (#5590 ) # docs `ecosystem/integrations` update 4 Added missed integrations. Fixed inconsistencies. ## Who can review? @hwchase17 @dev2049	1 year ago
UmerHA	44ad9628c9	QuickFix for FinalStreamingStdOutCallbackHandler: Ignore new lines & white spaces (#5497 ) # Make FinalStreamingStdOutCallbackHandler more robust by ignoring new lines & white spaces `FinalStreamingStdOutCallbackHandler` doesn't work out of the box with `ChatOpenAI`, as it tokenized slightly differently than `OpenAI`. The response of `OpenAI` contains the tokens `["\nFinal", " Answer", ":"]` while `ChatOpenAI` contains `["Final", " Answer", ":"]`. This PR make `FinalStreamingStdOutCallbackHandler` more robust by ignoring new lines & white spaces when determining if the answer prefix has been reached. Fixes #5433 ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: Tracing / Callbacks - @agola11 Twitter: [@UmerHAdil](https://twitter.com/@UmerHAdil) \| Discord: RicChilligerDude#7589	1 year ago
Felipe Ferreira	ae2cf1f598	Implements support for Personal Access Token Authentication in the ConfluenceLoader (#5385 ) # Implements support for Personal Access Token Authentication in the ConfluenceLoader Fixes #5191 Implements a new optional parameter for the ConfluenceLoader: `token`. This allows the use of personal access authentication when using the on-prem server version of Confluence. ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: @eyurtsev @Jflick58 Twitter Handle: felipe_yyc --------- Co-authored-by: Felipe <feferreira@ea.com> Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
mbchang	ce6dbe41a9	minor refactor GenerativeAgentMemory (#5315 ) # minor refactor of GenerativeAgentMemory <!-- Thank you for contributing to LangChain! Your PR will appear in our release under the title you set. Please make sure it highlights your valuable contribution. Replace this with a description of the change, the issue it fixes (if applicable), and relevant context. List any dependencies required for this change. After you're done, someone will review your PR. They may suggest improvements. If no one reviews your PR within a few days, feel free to @-mention the same people again, as notifications can get lost. --> <!-- Remove if not applicable --> - refactor `format_memories_detail` to be more reusable - modified prompts for getting topics for reflection and for generating insights - update `characters.ipynb` to reflect changes ## Before submitting <!-- If you're adding a new integration, please include: 1. a test for the integration - favor unit tests that does not rely on network access. 2. an example notebook showing its use See contribution guidelines for more information on how to write tests, lint etc: https://github.com/hwchase17/langchain/blob/master/.github/CONTRIBUTING.md --> ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: <!-- For a quicker response, figure out the right person to tag with @ @hwchase17 - project lead Tracing / Callbacks - @agola11 Async - @agola11 DataLoaders - @eyurtsev Models - @hwchase17 - @agola11 Agents / Tools / Toolkits - @vowelparrot VectorStores / Retrievers / Memory - @dev2049 --> @vowelparrot @hwchase17 @dev2049	1 year ago
Leonid Ganeline	95c6ed0568	docs: `modules` pages simplified (#5116 ) # docs: modules pages simplified Fixied #5627 issue Merged several repetitive sections in the `modules` pages. Some texts, that were hard to understand, were also simplified. ## Who can review? @hwchase17 @dev2049	1 year ago
Chandan Routray	bc875a9df1	Fixed multi input prompt for MapReduceChain (#4979 ) # Fixed multi input prompt for MapReduceChain Added `kwargs` support for inner chains of `MapReduceChain` via `from_params` method Currently the `from_method` method of intialising `MapReduceChain` chain doesn't work if prompt has multiple inputs. It happens because it uses `StuffDocumentsChain` and `MapReduceDocumentsChain` underneath, both of them require specifying `document_variable_name` if `prompt` of their `llm_chain` has more than one `input`. With this PR, I have added support for passing their respective `kwargs` via the `from_params` method. ## Fixes https://github.com/hwchase17/langchain/issues/4752 ## Who can review? @dev2049 @hwchase17 @agola11 --------- Co-authored-by: imeckr <chandanroutray2012@gmail.com>	1 year ago
Matt Robinson	a97e4252e3	feat: add `UnstructuredExcelLoader` for `.xlsx` and `.xls` files (#5617 ) # Unstructured Excel Loader Adds an `UnstructuredExcelLoader` class for `.xlsx` and `.xls` files. Works with `unstructured>=0.6.7`. A plain text representation of the Excel file will be available under the `page_content` attribute in the doc. If you use the loader in `"elements"` mode, an HTML representation of the Excel file will be available under the `text_as_html` metadata key. Each sheet in the Excel document is its own document. ### Testing ```python from langchain.document_loaders import UnstructuredExcelLoader loader = UnstructuredExcelLoader( "example_data/stanley-cups.xlsx", mode="elements" ) docs = loader.load() ``` ## Who can review? @hwchase17 @eyurtsev	1 year ago
Davis Chase	d784401215	Dev2049/add argilla callback (#5621 ) Co-authored-by: Alvaro Bartolome <alvarobartt@gmail.com> Co-authored-by: Daniel Vila Suero <daniel@argilla.io> Co-authored-by: Tom Aarsen <37621491+tomaarsen@users.noreply.github.com> Co-authored-by: Tom Aarsen <Cubiegamedev@gmail.com>	1 year ago
Jeff Vestal	d1f65d8dc1	Es knn index search 5346 (#5569 ) # Create elastic_vector_search.ElasticKnnSearch class This extends `langchain/vectorstores/elastic_vector_search.py` by adding a new class `ElasticKnnSearch` Features: - Allow creating an index with the `dense_vector` mapping compataible with kNN search - Store embeddings in index for use with kNN search (correct mapping creates HNSW data structure) - Perform approximate kNN search - Perform hybrid BM25 (`query{}`) + kNN (`knn{}`) search - perform knn search by either providing a `query_vector` or passing a hosted `model_id` to use query_vector_builder to automatically generate a query_vector at search time Connection options - Using `cloud_id` from Elastic Cloud - Passing elasticsearch client object search options - query - k - query_vector - model_id - size - source - knn_boost (hybrid search) - query_boost (hybrid search) - fields This also adds examples to `docs/modules/indexes/vectorstores/examples/elasticsearch.ipynb` Fixes # [5346](https://github.com/hwchase17/langchain/issues/5346) cc: @dev2049 --> --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Davis Chase	8b3df18bcc	human approval callback (#5581 ) ![Screenshot 2023-06-01 at 2 39 40 PM](https://github.com/hwchase17/langchain/assets/130488702/769f1480-7e51-46d9-bcde-698d0b091803)	1 year ago
Bharat Ramanathan	28d6277396	docs(integration): update colab and external links in WandbTracing docs (#5602 ) # Update Wandb Tracking documentation This PR updates the Wandb Tracking documentation for formatting, updated broken links and colab notebook links --------- Co-authored-by: Bharat Ramanathan <ramanathan.parameshwaran@gohuddl.com>	1 year ago
Davis Chase	4c572ffe95	nit (#5578 )	1 year ago
sseide	001b147450	Documentation fixes (linting and broken links) (#5563 ) # Lint sphinx documentation and fix broken links This PR lints multiple warnings shown in generation of the project documentation (using "make docs_linkcheck" and "make docs_build"). Additionally documentation internal links to (now?) non-existent files are modified to point to existing documents as it seemed the new correct target. The documentation is not updated content wise. There are no source code changes. Fixes # (issue) - broken documentation links to other files within the project - sphinx formatting (linting) ## Before submitting No source code changes, so no new tests added. --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Ikko Eltociear Ashimine	14a611775c	Fix typo in docugami.ipynb (#5571 ) # Fix typo in docugami.ipynb Fixed typo. infromation -> information	1 year ago
Davis Chase	6afb463e9b	Qdrant self query (#5567 ) Add self query abilities to qdrant vectorstore	1 year ago
Harrison Chase	342b671d05	add brave search util (#5538 ) Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Davis Chase	983a213bdc	add maxcompute (#5533 ) cc @pengwork (fresh branch, no creds)	1 year ago
Bharat Ramanathan	22603d19e0	feat(integrations): Add WandbTracer (#4521 ) # WandbTracer This PR adds the `WandbTracer` and deprecates the existing `WandbCallbackHandler`. Added an example notebook under the docs section alongside the `LangchainTracer` Here's an example [colab](https://colab.research.google.com/drive/1pY13ym8ENEZ8Fh7nA99ILk2GcdUQu0jR?usp=sharing) with the same notebook and the [trace](https://wandb.ai/parambharat/langchain-tracing/runs/8i45cst6) generated from the colab run Co-authored-by: Bharat Ramanathan <ramanathan.parameshwaran@gohuddl.com> Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Leonid Ganeline	373ad49157	docs `ecosystem/integrations` update 3 (#5470 ) # docs: `ecosystem_integrations` update 3 Next cycle of updating the `ecosystem/integrations` * Added an integration `template` file * Added missed integration files * Fixed several document_loaders/notebooks ## Who can review? Is it possible to assign somebody to review PRs on docs? Thanks.	1 year ago
Tobias van der Werff	8d07ba0d51	Fix wrong class instantiation in docs MMR example (#5501 ) # Fix wrong class instantiation in docs MMR example <!-- Thank you for contributing to LangChain! Your PR will appear in our release under the title you set. Please make sure it highlights your valuable contribution. Replace this with a description of the change, the issue it fixes (if applicable), and relevant context. List any dependencies required for this change. After you're done, someone will review your PR. They may suggest improvements. If no one reviews your PR within a few days, feel free to @-mention the same people again, as notifications can get lost. Finally, we'd love to show appreciation for your contribution - if you'd like us to shout you out on Twitter, please also include your handle! --> When looking at the Maximal Marginal Relevance ExampleSelector example at https://python.langchain.com/en/latest/modules/prompts/example_selectors/examples/mmr.html, I noticed that there seems to be an error. Initially, the `MaxMarginalRelevanceExampleSelector` class is used as an `example_selector` argument to the `FewShotPromptTemplate` class. Then, according to the text, a comparison is made to regular similarity search. However, the `FewShotPromptTemplate` still uses the `MaxMarginalRelevanceExampleSelector` class, so the output is the same. To fix it, I added an instantiation of the `SemanticSimilarityExampleSelector` class, because this seems to be what is intended. ## Who can review? @hwchase17	1 year ago
Timothy Ji	bd9e0f3934	Add param requests_kwargs for WebBaseLoader (#5485 ) # Add param `requests_kwargs` for WebBaseLoader Fixes # (issue) #5483 ## Who can review? @eyurtsev	1 year ago
Matt Robinson	4c8aad0d1b	docs: unstructured no longer requires installing detectron2 from source (#5524 ) # Update Unstructured docs to remove the `detectron2` install instructions Removes `detectron2` installation instructions from the Unstructured docs because installing `detectron2` is no longer required for `unstructured>=0.7.0`. The `detectron2` model now runs using the ONNX runtime. ## Who can review? @hwchase17 @eyurtsev	1 year ago
Rithwik Ediga Lakhamsani	d765d77e9b	Add minor fixes for PySpark Document Loader Docs (#5525 ) # Add minor fixes for PySpark Document Loader Docs Renamed "PySpack" to "PySpark" and executed the notebook to show outputs.	1 year ago
James O'Dwyer	226a7521ed	Add Managed Motorhead (#5507 ) # Add Managed Motorhead This change enabled MotorheadMemory to utilize Metal's managed version of Motorhead. We can easily enable this by passing in a `api_key` and `client_id` in order to hit the managed url and access the memory api on Metal. Twitter: [@softboyjimbo](https://twitter.com/softboyjimbo) ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: @dev2049 @hwchase17 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Leonid Ganeline	6b47aaab82	added DeepLearing.AI course link (#5518 ) # added DeepLearing.AI course link ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: not @hwchase17 - hehe	1 year ago
Piyush Jain	562fdfc8f9	Bedrock llm and embeddings (#5464 ) # Bedrock LLM and Embeddings This PR adds a new LLM and an Embeddings class for the [Bedrock](https://aws.amazon.com/bedrock) service. The PR also includes example notebooks for using the LLM class in a conversation chain and embeddings usage in creating an embedding for a query and document. Note: AWS is doing a private release of the Bedrock service on 05/31/2023; users need to request access and added to an allowlist in order to start using the Bedrock models and embeddings. Please use the [Bedrock Home Page](https://aws.amazon.com/bedrock) to request access and to learn more about the models available in Bedrock. <!-- For a quicker response, figure out the right person to tag with @ @hwchase17 - project lead Tracing / Callbacks - @agola11 Async - @agola11 DataLoaders - @eyurtsev Models - @hwchase17 - @agola11 Agents / Tools / Toolkits - @vowelparrot VectorStores / Retrievers / Memory - @dev2049 -->	1 year ago
Harrison Chase	5ce74b5958	code splitter docs (#5480 ) Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Harrison Chase	470b2822a3	Add matching engine vectorstore (#3350 ) Co-authored-by: Tom Piaggio <tomaspiaggio@google.com> Co-authored-by: scafati98 <jupyter@matchingengine.us-central1-a.c.scafati-joonix.internal> Co-authored-by: scafati98 <scafatieugenio@gmail.com> Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Kacper Łukawski	8bcaca435a	Feature: Qdrant filters supports (#5446 ) # Support Qdrant filters Qdrant has an [extensive filtering system](https://qdrant.tech/documentation/concepts/filtering/) with rich type support. This PR makes it possible to use the filters in Langchain by passing an additional param to both the `similarity_search_with_score` and `similarity_search` methods. ## Who can review? @dev2049 @hwchase17 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Harrison Chase	f72bb966f8	Harrison/html splitter (#5468 ) Co-authored-by: David Revillas <26328973+r3v1@users.noreply.github.com>	1 year ago
Ankush Gola	1671c2afb2	py tracer fixes (#5377 )	1 year ago
Jose Ignacio Hervás Díaz	ce8b7a2a69	SQLite-backed Entity Memory (#5129 ) # SQLite-backed Entity Memory Following the initiative of https://github.com/hwchase17/langchain/pull/2397 I think it would be helpful to be able to persist Entity Memory on disk by default Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Jeff Vestal	46e181aa8b	Allow ElasticsearchEmbeddings to create a connection with ES Client object (#5321 ) This PR adds a new method `from_es_connection` to the `ElasticsearchEmbeddings` class allowing users to use Elasticsearch clusters outside of Elastic Cloud. Users can create an Elasticsearch Client object and pass that to the new function. The returned object is identical to the one returned by calling `from_credentials` ``` # Create Elasticsearch connection es_connection = Elasticsearch( hosts=['https://es_cluster_url:port'], basic_auth=('user', 'password') ) # Instantiate ElasticsearchEmbeddings using es_connection embeddings = ElasticsearchEmbeddings.from_es_connection( model_id, es_connection, ) ``` I also added examples to the elasticsearch jupyter notebook Fixes # https://github.com/hwchase17/langchain/issues/5239 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Leonid Ganeline	1f11f80641	docs: cleaning (#5413 ) # docs cleaning Changed docs to consistent format (probably, we need an official doc integration template): - ClearML - added product descriptions; changed title/headers - Rebuff - added product descriptions; changed title/headers - WhyLabs - added product descriptions; changed title/headers - Docugami - changed title/headers/structure - Airbyte - fixed title - Wolfram Alpha - added descriptions, fixed title - OpenWeatherMap - - added product descriptions; changed title/headers - Unstructured - changed description ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: @hwchase17 @dev2049	1 year ago
ByronHsu	9d658aaa5a	Add more code splitters (go, rst, js, java, cpp, scala, ruby, php, swift, rust) (#5171 ) As the title says, I added more code splitters. The implementation is trivial, so i don't add separate tests for each splitter. Let me know if any concerns. Fixes # (issue) https://github.com/hwchase17/langchain/issues/5170 ## Who can review? Community members can review the PR once tests pass. Tag maintainers/contributors who might be interested: @eyurtsev @hwchase17 --------- Signed-off-by: byhsu <byhsu@linkedin.com> Co-authored-by: byhsu <byhsu@linkedin.com>	1 year ago
Paul-Emile Brotons	a61b7f7e7c	adding MongoDBAtlasVectorSearch (#5338 ) # Add MongoDBAtlasVectorSearch for the python library Fixes #5337 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Harrison Chase	c4b502a470	Harrison/condense q llm (#5438 )	1 year ago
Lei Xu	ee57054d05	Rename and fix typo in lancedb (#5425 ) # Fix typo in LanceDB notebook filename	1 year ago
Harrison Chase	760632b292	Harrison/spark reader (#5405 ) Co-authored-by: Rithwik Ediga Lakhamsani <rithwik.ediga@databricks.com> Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
UmerHA	8259f9b7fa	DocumentLoader for GitHub (#5408 ) # Creates GitHubLoader (#5257) GitHubLoader is a DocumentLoader that loads issues and PRs from GitHub. Fixes #5257 --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
German Martin	0b3e0dd1d2	New Trello document loader (#4767 ) # Added New Trello loader class and documentation Simple Loader on top of py-trello wrapper. With a board name you can pull cards and to do some field parameter tweaks on load operation. I included documentation and examples. Included unit test cases using patch and a fixture for py-trello client class. --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago
Harrison Chase	72f99ff953	Harrison/text splitter (#5417 ) adds support for keeping separators around when using recursive text splitter	1 year ago
小铭	cf5803e44c	Add ToolException that a tool can throw. (#5050 ) # Add ToolException that a tool can throw This is an optional exception that tool throws when execution error occurs. When this exception is thrown, the agent will not stop working,but will handle the exception according to the handle_tool_error variable of the tool,and the processing result will be returned to the agent as observation,and printed in pink on the console.It can be used like this: ```python from langchain.schema import ToolException from langchain import LLMMathChain, SerpAPIWrapper, OpenAI from langchain.agents import AgentType, initialize_agent from langchain.chat_models import ChatOpenAI from langchain.tools import BaseTool, StructuredTool, Tool, tool from langchain.chat_models import ChatOpenAI llm = ChatOpenAI(temperature=0) llm_math_chain = LLMMathChain(llm=llm, verbose=True) class Error_tool: def run(self, s: str): raise ToolException('The current search tool is not available.') def handle_tool_error(error) -> str: return "The following errors occurred during tool execution:"+str(error) search_tool1 = Error_tool() search_tool2 = SerpAPIWrapper() tools = [ Tool.from_function( func=search_tool1.run, name="Search_tool1", description="useful for when you need to answer questions about current events.You should give priority to using it.", handle_tool_error=handle_tool_error, ), Tool.from_function( func=search_tool2.run, name="Search_tool2", description="useful for when you need to answer questions about current events", return_direct=True, ) ] agent = initialize_agent(tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True, handle_tool_errors=handle_tool_error) agent.run("Who is Leo DiCaprio's girlfriend? What is her current age raised to the 0.43 power?") ``` ![image](https://github.com/hwchase17/langchain/assets/32786500/51930410-b26e-4f85-a1e1-e6a6fb450ada) ## Who can review? - @vowelparrot --------- Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>	1 year ago

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