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"id": 56... | open | false | null | [] | null | 3 | 2023-12-19T08:02:36 | 2023-12-19T08:29:12 | null | NONE | null | ### System Info
Python:3.11-slim-bullseye base docker image
Langchain version: 0.0.348
qdrant-client: 1.7.0
Qdrant database 1.7.1 (deployed on AWS cluster)
Reproduces regardless of prefer grpc true or false
### Who can help?
@agola11 @hwchase17
### Information
- [ ] The official example notebooks/scripts
- [ ... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14890 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14890/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14890/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14890/events | https://github.com/langchain-ai/langchain/issues/14890 | 2,048,077,349 | I_kwDOIPDwls56Ey4l | 14,890 | Can I switch my template during my Chain working? | {
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I construct a Chain using retriever with a certain template, but now I want to use another template when the retriever retrieve nothing back.
Is it possible for langchain? Or maybe it can only be handmade?
### Suggestion:
_No response_ | {
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"url... | closed | false | null | [] | null | 1 | 2023-12-19T04:25:52 | 2023-12-19T16:50:59 | 2023-12-19T13:58:25 | COLLABORATOR | null | Addded missed docstrings. Fixed inconsistency in docstrings.
**Note** CC @efriis
There were PR errors on `langchain_experimental/prompt_injection_identifier/hugging_face_identifier.py`
But, I didn't touch this file in this PR! Can it be some cache problems?
I fixed this error. | {
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... | open | false | null | [] | null | 4 | 2023-12-19T04:04:06 | 2024-01-09T11:51:54 | null | NONE | null | I've deployed 'mistralai/Mistral-7B-v0.1' model to sagemaker and wanna use it as load_qa_chain
```
from langchain.chains.question_answering import load_qa_chain
from langchain.llms.sagemaker_endpoint import SagemakerEndpoint
content_handler = ContentHandler()
llm = SagemakerEndpoint(
endpoint_name=endpo... | {
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... | closed | false | null | [] | null | 1 | 2023-12-19T02:45:39 | 2023-12-19T02:46:25 | 2023-12-19T02:46:24 | COLLABORATOR | null | Gemini has decided that pickle rick is unsafe: https://github.com/langchain-ai/langchain/actions/runs/7256642294/job/19769249444#step:8:189

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Also fix integration tests that weren't passing
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I have a load method to load pdf from directory.
```
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loader = DirectoryLoader('./static/upload/', glob="./*.pdf", loader_cls=PyPDFLoader)
documents = loader.load()
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- updated Chat model and Document loader pages with descriptions, links
- renamed files to consistent formats; redirected file names
Note:
I was getting this linting error on code that **was not changed in my P... | {
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Platform: Ubuntu 22.04
Python: 3.11.6
Langchain: 0.0.351
### Who can help?
_No response_
### Information
- [ ] The official example notebooks/scripts
- [X] My own modified scripts
### Related Components
- [X] LLMs/Chat Models
- [ ] Embedding Models
- [ ] Prompts / Prompt Templa... | {
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* Image summaries
* Multi-modal embeddings | {
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Replace this entire comment with:
- **Description:** Update kendra.py to avoid Kendra query ValidationException,
- **Issue:** the issue #https://gith... | {
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... | open | false | null | [] | null | 1 | 2023-12-18T21:04:10 | 2023-12-18T21:16:57 | null | NONE | null | ### System Info
I'm using Langchain version '0.0.350' in Databricks
using the following libraries:
`from langchain_experimental.sql import SQLDatabaseChain`
`from langchain import PromptTemplate`
`from langchain.sql_database import SQLDatabase`
### Who can help?
_No response_
### Information
- [X] The off... | {
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platform: Vagrant - Ubuntu 2204
python: 3.9.18
langchain: 0.0.350
langchain-core: 0.1.1
langchain-community: 0.0.3
litellm: 1.15.1
### Who can help?
_No response_
### Information
- [ ] The official example notebooks/scripts
- [X] My own modified scripts
### Related Components
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The contributing docs lists a poetry command to install community for dev work that includes a poetry group called `integration_tests`. This is a mistake: the poetry group for integration tests is called `test_integration`, not `integration_tests`. See here:
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Feels less disruptive to switch out the default instead. | {
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- **Issue:** not applicable
- **Dependencies:** optional dependency on [`pathway`](https://pypi.org/project/pathway/)
- **Twitter handle:** pathway_com
The PR provides and integration with `pat... | {
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**Below is my Linux box:**
Linux 5.15.0-1014-azure #17~20.04.1-Ubuntu SMP Thu Jun 23 20:01:51 UTC 2022 x86_64 x86_64 x86_64 GNU/Linux
**Below is libraries within my conda environment:**
google-auth 2.24.0
google-search-results 2.4.2
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langchain: latest (0.0.350)
python: 3.10.12
### Who can help?
@hwchase17
### Information
- [ ] The official example notebooks/scripts
- [X] My own modified scripts
### Related Components
- [X] LLMs/Chat Models
- [ ] Embedding Models
- [ ] Prompts / Prompt Templates / Prompt Selectors
- [ ] Outpu... | {
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https://github.com/apps/g3n-github
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There is a new feature with Azure Open AI to get deterministic output.
To use this feature we need to pass extra parameters when we iniative AzureOpenAI
https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/reproducible-output?tabs=pyton
### Motivation
Getting deterministic fe... | {
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- Add a break case to `text_splitter.py::split_text_on_tokens()` to avoid unwanted item at the end of result.
- Add a testcase to enforce the behavior.
- **Issue:**
- #14649
- #5897
- **Dependencies:** n/a,
---
**Quick illustration of change:**
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Replace this entire comment with:
- **Description:** a description of the change,
- **Issue:** the issue # it fixes (if applicable),
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I'm thinking about adding a pre-commit configuration file (`.pre-commit-config.yaml `) to the codebase as it helps improve the code quality and maintain consistency within the project. It will allow all the developers/future contributors to maintain a consistent code style. Adding this will help ... | {
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The current model is no longer available. | {
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"id":... | closed | false | null | [] | null | 3 | 2023-12-18T12:56:27 | 2023-12-19T01:03:47 | 2023-12-19T01:03:46 | NONE | null | ### System Info
langchain: 0.0.350
Python: 3.8.8
### Who can help?
@hwchase17 @agola11
### Information
- [ ] The official example notebooks/scripts
- [X] My own modified scripts
### Related Components
- [X] LLMs/Chat Models
- [X] Embedding Models
- [ ] Prompts / Prompt Templates / Prompt Selec... | {
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... | open | false | null | [] | null | 1 | 2023-12-18T11:21:49 | 2023-12-18T11:24:18 | null | NONE | null | ### Issue you'd like to raise.
safety_settings argument is missing with the `ChatVertexAI` model
### Suggestion:
Should be able to define the safety settings. For example:
```
safety_settings = {
HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: HarmBlockThreshold.BLOCK_NONE,
HarmCategory.HARM_CATEGORY_HATE_SP... | {
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Issue: None -- This is the first PR contributing to LangChain
Dependencies: This depends on "pip install -U jaguardb-http-client" client http package
Tag maintainer: @baskaryan, @eyurtsev, @hwchase1
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https://api.github.com/repos/langchain-ai/langchain/issues/14837 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14837/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14837/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14837/events | https://github.com/langchain-ai/langchain/issues/14837 | 2,045,948,323 | I_kwDOIPDwls558rGj | 14,837 | Issue: Is there any method in Langchain to fetch all the content of its Sub URL by giving its base URL only | {
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... | open | false | null | [] | null | 1 | 2023-12-18T07:52:57 | 2023-12-18T08:00:50 | null | NONE | null | ### Issue you'd like to raise.
I am working on a project where i need to fetch the content of sub URL by giving its base URL only.
Is there any method in Langchain to fetch all the content of its Sub URL by giving its base URL only ?
### Suggestion:
_No response_ | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14836 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14836/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14836/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14836/events | https://github.com/langchain-ai/langchain/issues/14836 | 2,045,936,457 | I_kwDOIPDwls558oNJ | 14,836 | Async PGVector to make LangChain with Postgres more performant | {
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"id": 56... | open | false | null | [] | null | 1 | 2023-12-18T07:45:33 | 2023-12-18T07:47:59 | null | NONE | null | ### Feature request
Currently we use PGVector as our Vector Database and do in combination with FastAPI. One issue is that in the indexing process, which happens over an API Endpoint, we found out that the current implementation of PgVector is blocking due to its synchronous implementation. FastAPI offers async/await ... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14835 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14835/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14835/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14835/events | https://github.com/langchain-ai/langchain/pull/14835 | 2,045,815,164 | PR_kwDOIPDwls5iOA4p | 14,835 | fix: ak and sk are not essential in qianfan endpoint | {
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"url... | closed | false | null | [] | null | 3 | 2023-12-18T06:13:32 | 2023-12-20T05:49:34 | 2023-12-20T05:49:34 | CONTRIBUTOR | null | - **Description:** The Qianfan SDK offers multiple authentication methods, but in the `QianfanEndpoint` of Langchain, it currently only supports authentication through AK and SK. In order to accommodate users who wish to use alternative authentication methods, this pull request makes AK and SK optional. This change s... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14834 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14834/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14834/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14834/events | https://github.com/langchain-ai/langchain/issues/14834 | 2,045,789,011 | I_kwDOIPDwls558ENT | 14,834 | 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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` #below is my code
def generate_embeddings(urls = None,persist_directory=None):
with sync_playwright() as p:
browser = p.chromium.launch()
navigate_tool = NavigateTool(sync_browser=browser)
extract_hyperlinks_tool = ExtractHyperlinksTo... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14833 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14833/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14833/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14833/events | https://github.com/langchain-ai/langchain/pull/14833 | 2,045,687,511 | PR_kwDOIPDwls5iNk6H | 14,833 | OPENAI_PROXY not working | {
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"url... | closed | false | null | [] | null | 1 | 2023-12-18T04:01:39 | 2023-12-19T02:06:15 | 2023-12-19T02:06:14 | CONTRIBUTOR | null | Replace this entire comment with:
- **Description:** OPENAI_PROXY is not working for openai==1.3.9, The `proxies` argument is deprecated. The `http_client` argument should be passed instead,
- **Issue:** OPENAI_PROXY is not working,
- **Dependencies:** None,
- **Tag maintainer:** @hwchase17 ,
- **Twitter... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14832 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14832/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14832/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14832/events | https://github.com/langchain-ai/langchain/issues/14832 | 2,045,680,808 | I_kwDOIPDwls557pyo | 14,832 | Add an OpentelemetryTracer in LangChain | {
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There's already many tracers in LangChain (https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/callbacks/tracers).
I would like to ask for adding an OpentelemetryTracer.
### Motivation
Community tracing
### Your contribution
Would like to contribute | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14831 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14831/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14831/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14831/events | https://github.com/langchain-ai/langchain/pull/14831 | 2,045,647,171 | PR_kwDOIPDwls5iNcKV | 14,831 | Update parser | {
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"node_id... | closed | false | null | [] | null | 1 | 2023-12-18T03:08:59 | 2023-12-18T04:02:08 | 2023-12-18T04:02:07 | COLLABORATOR | null | Gpt-3.5 sometimes calls with empty string arguments instead of `{}`
I'd assume it's because the typescript representation on their backend makes it a bit ambiguous.
^ exaample | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14830 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14830/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14830/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14830/events | https://github.com/langchain-ai/langchain/pull/14830 | 2,045,633,509 | PR_kwDOIPDwls5iNZNU | 14,830 | [Bugfix] Ensure tool output is a str, for OAI Assistant | {
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```
BadRequestError: Error code: 400 - {'error': {'message': '1 validation error for Request\nbody -> tool_outputs -> 0 -> output\n str type expected (type=type_error.str)', 'type': 'invalid_req... | {
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"url... | closed | false | null | [] | null | 3 | 2023-12-18T01:28:33 | 2024-01-02T23:57:15 | 2024-01-02T23:57:15 | CONTRIBUTOR | null | BigQuery vector search lets you use GoogleSQL to do semantic search, using vector indexes for fast but approximate results, or using brute force for exact results.
This PR integrates LangChain vectorstore with BigQuery Vector Search.
<!-- Thank you for contributing to LangChain!
Replace this entire comment wit... | {
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My code is :
```
llm = ChatOpenAI(temperature=0, verbose=True, model="gpt-3.5-turbo-16k")
toolkit = SQLDatabaseToolkit(db=db, llm=llm)
agent_type = AgentType.ZERO_SHOT_REACT_DESCRIPTION
agent_executor_1 = initialize_agent()
agent_executor = create_sql_agent(llm=llm, toolkit=too... | {
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- https://python.langchain.com/docs/integrations/text_embeddings/nvidia_ai_endpoints
but this one does:
- https://python.langchain.com/docs/integrations/text_embedding/nvidia_ai_endpoints | {
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Shame this wouldn't include it in the `.invoke()` output though (it's not included in the message itself). Would need to do a follow-up for that to be the case | {
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Replace this entire comment with:
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"node_... | open | false | null | [] | null | 9 | 2023-12-17T19:00:18 | 2023-12-23T12:13:23 | null | NONE | null | ### System Info
mac os latest, latest LangChain
### Who can help?
_No response_
### Information
- [ ] The official example notebooks/scripts
- [ ] My own modified scripts
### Related Components
- [x] LLMs/Chat Models
- [ ] Embedding Models
- [ ] Prompts / Prompt Templates / Prompt Selectors
- [ ] Output Parsers
... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14821 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14821/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14821/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14821/events | https://github.com/langchain-ai/langchain/pull/14821 | 2,045,329,217 | PR_kwDOIPDwls5iMXsa | 14,821 | support for Sybase SQL anywhere added. | {
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Please find changes details as below
- **Description:** support for Sybase SQL anywhere added in sql_database.py file at path langchain\libs\community\langchain_community\utilities
- **Issue:** It will resolve default schema setting for Sybase SQL anywhere
- **Dependencies:** No,
- **Tag maintainer:... | {
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Is there a similar method for using `gemini-pro` with `ConversationalRetrievalChain.from_llm`, as there is for utilizing models from VertexAI with `ChatVertexAI` or `VertexAI`, where you specify the `model_name`?
### Suggestion:
_No response_ | {
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**Issue:** Due to the fact corresponding [api](https://serpapi.com/google-maps-api) returns 'local_results' as list, and old version requested `res["local_results"].keys()` of the list. As the result we got exception: ```AttributeError: 'lis... | {
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The following issue occurred when parsing the output of the proxy.
> Expected an AI message got <class \'langchain_core.messages.chat.ChatMessage\'>
Code:
```python
self.agent_output_parser = OpenAIFunctionsAgentOutputParser()
self.agent = {
"paths": lambda x: x[... | {
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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... | {
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This PR intends to add support for Qdrant's new [sparse vector retrieval](https://qdrant.tech/articles/sparse-vectors/) by introducing a new retriever class, `QdrantSparseVectorRetriever`.
Necessary usage docs and integration tests have been added for the retriever. | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14813 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14813/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14813/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14813/events | https://github.com/langchain-ai/langchain/issues/14813 | 2,045,185,889 | I_kwDOIPDwls555w9h | 14,813 | Missing "Prompt" in Together ai | {
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... | closed | false | null | [] | null | 3 | 2023-12-17T11:45:30 | 2023-12-29T04:03:34 | 2023-12-28T05:05:43 | NONE | null | ### System Info
In this file: https://github.com/langchain-ai/langchain/blob/master/libs/community/langchain_community/llms/together.py
There is no variable Prompt, however it is available in the documentation: https://docs.together.ai/reference/inference
```python
if config.model == "together":
re... | {
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- **Twitter handle:** Daniel_OHeron
Passes make format, make lint, make test.
If this code c... | {
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... | open | false | null | [] | null | 1 | 2023-12-17T07:36:37 | 2023-12-17T07:43:03 | null | NONE | null | ### System Info
langchain.__version__ '0.0.350'
python 3.11.5
ollama version is 0.1.16
pyngrok-7.0.3
### Who can help?
@agola11 @hwchase17
### Information
- [X] The official example notebooks/scripts
- [ ] My own modified scripts
### Related Components
- [X] LLMs/Chat Models
- [X] Embedding M... | {
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# 使用LCEL创建代理
prompt = ChatPromptTemplate.from_messages(
[
("system", "You are a helpful assistant"),
("user", "{input}"),
MessagesPlaceholder(variable_name="agent_scratchpad"),
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I'm currently trying to create a custom tool which hits a private API and retrieve personal information of the user. The tool accepts an email as args_chema, however, I keep getting this error:
> Traceback (most recent call last):
File "<stdin>", line 1, in <m... | {
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- **Issue:** https://github.com/langchain-ai/langchain/issues/13723
- **Dependencies:** No new dependencies
- **Twitter handle:** https://twitter.com/qtangs
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Replace this entire comment with:
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- **Issue:** the issue # it fixes (if applicable),
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@baskaryan, @eyurtsev, @hwchase17. | {
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#### Virtualenv
Python: 3.11.6
Implementation: CPython
Path: /Users/max/Library/Caches/pypoetry/virtualenvs/qa-oj4cEcx_-py3.11
Executable: /Users/max/Library/Caches/pypoetry/virtualenvs/qa-oj4cEcx_-py3.11/bin/python
Valid: True
#### System
Platform: darwin
OS:... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14800 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14800/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14800/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14800/events | https://github.com/langchain-ai/langchain/pull/14800 | 2,044,891,214 | PR_kwDOIPDwls5iLANs | 14,800 | Fix typo | {
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`
```
class SimpleChat:
def __init__(self) -> None:
self.llm = ChatOpenAI(
temperature=0,
model="gpt-4-0613",
openai_api_key="sk-",
openai_api_base = "https://---",
)
self.memory = ConversationBufferMem... | {
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https://api.github.com/repos/langchain-ai/langchain/issues/14798 | https://api.github.com/repos/langchain-ai/langchain | https://api.github.com/repos/langchain-ai/langchain/issues/14798/labels{/name} | https://api.github.com/repos/langchain-ai/langchain/issues/14798/comments | https://api.github.com/repos/langchain-ai/langchain/issues/14798/events | https://github.com/langchain-ai/langchain/pull/14798 | 2,044,845,704 | PR_kwDOIPDwls5iK2vq | 14,798 | Fixed typos - LLaMA2_sql_chat.ipynb | {
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"url... | closed | false | null | [] | null | 1 | 2023-12-16T16:27:33 | 2023-12-20T05:54:07 | 2023-12-20T05:54:06 | CONTRIBUTOR | null | "language" (right) vs "langugae" (wrong)
<!-- Thank you for contributing to LangChain!
Replace this entire comment with:
--> Fixed spelling errors
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 contributio... | {
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Check out my below code,
```
class CustomMessage(Base):
tablename = "custom_message_store"
id = Column(Integer, primary_key=True, autoincrement=True)
session_id = Column(Text)
type = Column(Text)
content = Column(Text)
created_at = Column(DateTime)
author_email = Co... | {
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... | open | false | null | [] | null | 4 | 2023-12-16T15:04:15 | 2023-12-21T04:57:41 | null | NONE | null | ### System Info
Macos
### Who can help?
_No response_
### Information
- [X] The official example notebooks/scripts
- [ ] My own modified scripts
### Related Components
- [X] LLMs/Chat Models
- [ ] Embedding Models
- [ ] Prompts / Prompt Templates / Prompt Selectors
- [ ] Output Parsers
- [ ] Document Loaders
- [... | {
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Here is the below code, I am trying to make them asynchronous. But im getting this error.
KeyError: 'chat_history'.
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- **Issue:** https://github.com/langchain-ai/langchain/issues/11998
- **Dependencies:** No new dependencies
- **Twitter handle:** https://twitter.com/qtangs
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- 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 han... | {
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below is my code
with sync_playwright() as p:
browser = p.chromium.launch()
navigate_tool = NavigateTool(sync_browser=browser)
extract_hyperlinks_tool = ExtractHyperlinksTool(sync_browser=browser)
for url in urls:
print(url,"url is ----------------------")
navigate_tool._arun(ur... | {
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- **Issue:** 14534
- **Dependencies:** none
- **Tag maintainer:** none
- **Twitter handle:** none
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- **Dependencies:** added `import re` but no new dependencies.
This addresses a problem where the vertexai method _parse_chat_history_gemini() was only recognizing image uris in jpeg format. I made a si... | {
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Replace this entire comment with:
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- **Issue:** the issue # it fixes (if applicable),
- **Dependencies:** any dependencies required for this change,
- **Tag maintainer:** for a quicker response, tag the relevant... | {
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