Commit Graph

184 Commits (e5c16598646289f951abd3030d4b5c2fbece66fc)

Author SHA1 Message Date
Jon Luo 0a1b1806e9
sql: do not hard code the LIMIT clause in the table_info section (#1563)
Seeing a lot of issues in Discord in which the LLM is not using the
correct LIMIT clause for different SQL dialects. ie, it's using `LIMIT`
for mssql instead of `TOP`, or instead of `ROWNUM` for Oracle, etc.
I think this could be due to us specifying the LIMIT statement in the
example rows portion of `table_info`. So the LLM is seeing the `LIMIT`
statement used in the prompt.
Since we can't specify each dialect's method here, I think it's fine to
just replace the `SELECT... LIMIT 3;` statement with `3 rows from
table_name table:`, and wrap everything in a block comment directly
following the `CREATE` statement. The Rajkumar et al paper wrapped the
example rows and `SELECT` statement in a block comment as well anyway.
Thoughts @fpingham?
2 years ago
Tim Asp b3234bf3b0
cleanup: unify 3 different pdf loaders, rename PagedPDFSplitter (#1615)
`OnlinePDFLoader` and `PagedPDFSplitter` lived separate from the rest of
the pdf loaders.

Because they're all similar, I propose moving all to `pdy.py` and the
same docs/examples page.

Additionally, `PagedPDFSplitter` naming doesn't match the pattern the
rest of the loaders follow, so I renamed to `PyPDFLoader` and had it
inherit from `BasePDFLoader` so it can now load from remote file
sources.
2 years ago
Luis 562d9891ea
Add regex dict: (#1616)
This class enables us to send a dictionary containing an output key and
the expected format, which in turn allows us to retrieve the result of
the matching formats and extract specific information from it.

To exclude irrelevant information from our return dictionary, we can
prompt the LLM to use a specific command that notifies us when it
doesn't know the answer. We refer to this variable as the
"no_update_value".

Regarding the updated regular expression pattern
(r"{}:\s?([^.'\n']*).?"), it enables us to retrieve a format as 'Output
Key':'value'.

We have improved the regex by adding an optional space between ':' and
'value' with "s?", and by excluding points and line jumps from the
matches using "[^.'\n']*".
2 years ago
Harrison Chase aed9f9febe
Harrison/return intermediate (#1633)
Co-authored-by: Mario Kostelac <mario@intercom.io>
2 years ago
yakigac acd86d33bc
Add read only shared memory (#1491)
Provide shared memory capability for the Agent.
Inspired by #1293 .

## Problem

If both Agent and Tools (i.e., LLMChain) use the same memory, both of
them will save the context. It can be annoying in some cases.


## Solution

Create a memory wrapper that ignores the save and clear, thereby
preventing updates from Agent or Tools.
2 years ago
Harrison Chase c9b5a30b37
move output parsing (#1605) 2 years ago
Harrison Chase cb04ba0136
Add support for intermediate steps to SQLDatabaseSequentialChain (#1583) (#1601)
for https://github.com/hwchase17/langchain/issues/1582

I simply added the `return_intermediate_steps` and changed the
`output_keys` function.

I added 2 simple tests, 1 for SQLDatabaseSequentialChain without the
intermediate steps and 1 with

Co-authored-by: brad-nemetski <115185478+brad-nemetski@users.noreply.github.com>
2 years ago
Harrison Chase f95d551f7a
Harrison/shallow metadata (#1599)
Co-authored-by: Jesse Zhang <jessetanzhang@gmail.com>
2 years ago
Harrison Chase 9f78717b3c
Harrison/callbacks (#1587) 2 years ago
Harrison Chase 3ee32a01ea
Harrison/prompt layer (#1547)
Co-authored-by: Jonathan Pedoeem <jonathanped@gmail.com>
Co-authored-by: AbuBakar <abubakarsohail123@gmail.com>
2 years ago
Harrison Chase c844d1fd46
Harrison/chunk size (#1549)
Co-authored-by: Florian Leuerer <31259070+floleuerer@users.noreply.github.com>
2 years ago
Harrison Chase 357d808484
Harrison/remote paths pdf (#1544)
Co-authored-by: Tim Asp <707699+timothyasp@users.noreply.github.com>
2 years ago
Harrison Chase cc423f40f1
Harrison/youtube loader (#1545)
Co-authored-by: Julian Wustl <57504258+Julianwustl@users.noreply.github.com>
2 years ago
Harrison Chase 7ade419a0e
allow passing of messages into prompt template (#1505) 2 years ago
Harrison Chase 064741db58
Harrison/fix text splitter (#1511)
Co-authored-by: ajaysolanky <ajsolanky@gmail.com>
Co-authored-by: Ajay Solanky <ajaysolanky@saw-l14668307kd.myfiosgateway.com>
2 years ago
Ankush Gola 27104d4921
fix `ChatOpenAI.agenerate` (#1504) 2 years ago
Harrison Chase 7bec461782
Harrison/memory refactor (#1478)
moves memory to own module, factors out common stuff
2 years ago
Harrison Chase 0e21463f07
(rfc) chat models (#1424)
Co-authored-by: Ankush Gola <ankush.gola@gmail.com>
2 years ago
Harrison Chase 63a5614d23
Harrison/simple memory (#1435)
Co-authored-by: Tim Asp <707699+timothyasp@users.noreply.github.com>
2 years ago
Harrison Chase a1b9dfc099
Harrison/similarity search chroma (#1434)
Co-authored-by: shibuiwilliam <shibuiyusuke@gmail.com>
2 years ago
Tim Asp 23231d65a9
Add PyMuPDF PDF loader (#1426)
Different PDF libraries have different strengths and weaknesses. PyMuPDF
does a good job at extracting the most amount of content from the doc,
regardless of the source quality, extremely fast (especially compared to
Unstructured).

https://pymupdf.readthedocs.io/en/latest/index.html
2 years ago
Nuno Campos 499e76b199
Allow the regular openai class to be used for ChatGPT models (#1393)
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2 years ago
Kacper Łukawski 9ac442624c
Add Qdrant named arguments (#1386)
This PR:
- Increases `qdrant-client` version to 1.0.4
- Introduces custom content and metadata keys (as requested in #1087)
- Moves all the `QdrantClient` parameters into the method parameters to
simplify code completion
2 years ago
Ankush Gola fe30be6fba
add async and streaming support to `OpenAIChat` (#1378)
title says it all
2 years ago
Harrison Chase 1cd8996074
Harrison/summarizer chain (#1356)
Co-authored-by: Tim Asp <707699+timothyasp@users.noreply.github.com>
2 years ago
Ankush Gola 82baecc892
Add a SQL agent for interacting with SQL Databases and JSON Agent for interacting with large JSON blobs (#1150)
This PR adds 

* `ZeroShotAgent.as_sql_agent`, which returns an agent for interacting
with a sql database. This builds off of `SQLDatabaseChain`. The main
advantages are 1) answering general questions about the db, 2) access to
a tool for double checking queries, and 3) recovering from errors
* `ZeroShotAgent.as_json_agent` which returns an agent for interacting
with json blobs.
* Several examples in notebooks

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2 years ago
Harrison Chase 786852e9e6
partial variables (#1308) 2 years ago
Tim Asp 72ef69d1ba
Add new iFixit document loader (#1333)
iFixit is a wikipedia-like site that has a huge amount of open content
on how to fix things, questions/answers for common troubleshooting and
"things" related content that is more technical in nature. All content
is licensed under CC-BY-SA-NC 3.0

Adding docs from iFixit as context for user questions like "I dropped my
phone in water, what do I do?" or "My macbook pro is making a whining
noise, what's wrong with it?" can yield significantly better responses
than context free response from LLMs.
2 years ago
Harrison Chase 166cda2cc6
Harrison/deeplake (#1316)
Co-authored-by: Davit Buniatyan <d@activeloop.ai>
2 years ago
Harrison Chase aaad6cc954
Harrison/atlas db (#1315)
Co-authored-by: Brandon Duderstadt <brandonduderstadt@gmail.com>
2 years ago
Enrico Shippole 9becdeaadf
Add Writer, Banana, Modal, StochasticAI (#1270)
Add LLM wrappers and examples for Banana, Writer, Modal, Stochastic AI

Added rigid json format for Banana and Modal
2 years ago
Dennis Antela Martinez 53c67e04d4
add aleph alpha llm (#1207)
Integrate Aleph Alpha's client into Langchain to provide access to the
luminous models - more info on latest benchmarks here:
https://www.aleph-alpha.com/luminous-performance-benchmarks
2 years ago
Harrison Chase b7708bbec6
rfc: callback changes (#1165)
conceptually, no reason a tool should know what an "agent action" is

unless any objections, can change in all callback handlers
2 years ago
Harrison Chase 44c8d8a9ac
move serpapi wrapper (#1199)
Co-authored-by: Tim Asp <707699+timothyasp@users.noreply.github.com>
2 years ago
Naveen Tatikonda 0118706fd6
Add Support for OpenSearch Vector database (#1191)
### Description
This PR adds a wrapper which adds support for the OpenSearch vector
database. Using opensearch-py client we are ingesting the embeddings of
given text into opensearch cluster using Bulk API. We can perform the
`similarity_search` on the index using the 3 popular searching methods
of OpenSearch k-NN plugin:

- `Approximate k-NN Search` use approximate nearest neighbor (ANN)
algorithms from the [nmslib](https://github.com/nmslib/nmslib),
[faiss](https://github.com/facebookresearch/faiss), and
[Lucene](https://lucene.apache.org/) libraries to power k-NN search.
- `Script Scoring` extends OpenSearch’s script scoring functionality to
execute a brute force, exact k-NN search.
- `Painless Scripting` adds the distance functions as painless
extensions that can be used in more complex combinations. Also, supports
brute force, exact k-NN search like Script Scoring.

### Issues Resolved 
https://github.com/hwchase17/langchain/issues/1054

---------

Signed-off-by: Naveen Tatikonda <navtat@amazon.com>
2 years ago
Andrew White c5015d77e2
Allow k to be higher than doc size in max_marginal_relevance_search (#1187)
Fixes issue #1186. For some reason, #1117 didn't seem to fix it.
2 years ago
Harrison Chase 9d6d8f85da
Harrison/self hosted runhouse (#1154)
Co-authored-by: Donny Greenberg <dongreenberg2@gmail.com>
Co-authored-by: John Dagdelen <jdagdelen@users.noreply.github.com>
Co-authored-by: Harrison Chase <harrisonchase@Harrisons-MBP.attlocal.net>
Co-authored-by: Andrew White <white.d.andrew@gmail.com>
Co-authored-by: Peng Qu <82029664+pengqu123@users.noreply.github.com>
Co-authored-by: Matt Robinson <mthw.wm.robinson@gmail.com>
Co-authored-by: jeff <tangj1122@gmail.com>
Co-authored-by: Harrison Chase <harrisonchase@Harrisons-MacBook-Pro.local>
Co-authored-by: zanderchase <zander@unfold.ag>
Co-authored-by: Charles Frye <cfrye59@gmail.com>
Co-authored-by: zanderchase <zanderchase@gmail.com>
Co-authored-by: Shahriar Tajbakhsh <sh.tajbakhsh@gmail.com>
Co-authored-by: Stefan Keselj <skeselj@princeton.edu>
Co-authored-by: Francisco Ingham <fpingham@gmail.com>
Co-authored-by: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Co-authored-by: cragwolfe <cragcw@gmail.com>
Co-authored-by: Anton Troynikov <atroyn@users.noreply.github.com>
Co-authored-by: William FH <13333726+hinthornw@users.noreply.github.com>
Co-authored-by: Oliver Klingefjord <oliver@klingefjord.com>
Co-authored-by: blob42 <contact@blob42.xyz>
Co-authored-by: blob42 <spike@w530>
Co-authored-by: Enrico Shippole <henryshippole@gmail.com>
Co-authored-by: Ibis Prevedello <ibiscp@gmail.com>
Co-authored-by: jped <jonathanped@gmail.com>
Co-authored-by: Justin Torre <justintorre75@gmail.com>
Co-authored-by: Ivan Vendrov <ivan@anthropic.com>
Co-authored-by: Sasmitha Manathunga <70096033+mmz-001@users.noreply.github.com>
Co-authored-by: Ankush Gola <9536492+agola11@users.noreply.github.com>
Co-authored-by: Matt Robinson <mrobinson@unstructuredai.io>
Co-authored-by: Jeff Huber <jeffchuber@gmail.com>
Co-authored-by: Akshay <64036106+akshayvkt@users.noreply.github.com>
Co-authored-by: Andrew Huang <jhuang16888@gmail.com>
Co-authored-by: rogerserper <124558887+rogerserper@users.noreply.github.com>
Co-authored-by: seanaedmiston <seane999@gmail.com>
Co-authored-by: Hasegawa Yuya <52068175+Hase-U@users.noreply.github.com>
Co-authored-by: Ivan Vendrov <ivendrov@gmail.com>
Co-authored-by: Chen Wu (吴尘) <henrychenwu@cmu.edu>
Co-authored-by: Dennis Antela Martinez <dennis.antela@gmail.com>
Co-authored-by: Maxime Vidal <max.vidal@hotmail.fr>
Co-authored-by: Rishabh Raizada <110235735+rishabh-ti@users.noreply.github.com>
2 years ago
CG80499 af8f5c1a49
Added constitutional chain. (#1147)
- Added self-critique constitutional chain based on this
[paper](https://www.anthropic.com/constitutional.pdf).
2 years ago
Ankush Gola 7b5e160d28
Make Tools own model, add ToolKit Concept (#1095)
Follow-up of @hinthornw's PR:

- Migrate the Tool abstraction to a separate file (`BaseTool`).
- `Tool` implementation of `BaseTool` takes in function and coroutine to
more easily maintain backwards compatibility
- Add a Toolkit abstraction that can own the generation of tools around
a shared concept or state

---------

Co-authored-by: William FH <13333726+hinthornw@users.noreply.github.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Francisco Ingham <fpingham@gmail.com>
Co-authored-by: Dhruv Anand <105786647+dhruv-anand-aintech@users.noreply.github.com>
Co-authored-by: cragwolfe <cragcw@gmail.com>
Co-authored-by: Anton Troynikov <atroyn@users.noreply.github.com>
Co-authored-by: Oliver Klingefjord <oliver@klingefjord.com>
Co-authored-by: William Fu-Hinthorn <whinthorn@Williams-MBP-3.attlocal.net>
Co-authored-by: Bruno Bornsztein <bruno.bornsztein@gmail.com>
2 years ago
Francisco Ingham 3f29742adc
Sql alchemy commands used in table info (#1135)
This approach has several advantages:

* it improves the readability of the code
* removes incompatibilities between SQL dialects
* fixes a bug with `datetime` values in rows and `ast.literal_eval`

Huge thanks and credits to @jzluo for finding the weaknesses in the
current approach and for the thoughtful discussion on the best way to
implement this.

---------

Co-authored-by: Francisco Ingham <>
Co-authored-by: Jon Luo <20971593+jzluo@users.noreply.github.com>
2 years ago
Noah Gundotra 8c5fbab72d
[Integration Tests] Cast fake embeddings to ALL float values (#1102)
Pydantic validation breaks tests for example (`test_qdrant.py`) because
fake embeddings contain an integer.

This PR casts the embeddings array to all floats.

Now the `qdrant` test passes, `poetry run pytest
tests/integration_tests/vectorstores/test_qdrant.py`
2 years ago
yakigac 1ed708391e
Fix a bug that shows "KeyError 'items'" (#1118)
Fix KeyError 'items' when no result found.

## Problem

When no result found for a query, google search crashed with `KeyError
'items'`.

## Solution

I added a check for an empty response before accessing the 'items' key.
It will handle the case correctly.

## Other

my twitter: yakigac
(I don't mind even if you don't mention me for this PR. But just because
last time my real name was shout out :) )
2 years ago
Harrison Chase 5e10e19bfe
Harrison/align table (#1081)
Co-authored-by: Francisco Ingham <fpingham@gmail.com>
2 years ago
Hasegawa Yuya e08961ab25
Fixed openai embeddings to be safe by batching them based on token size calculation. (#991)
I modified the logic of the batch calculation for embedding according to
this cookbook

https://github.com/openai/openai-cookbook/blob/main/examples/Embedding_long_inputs.ipynb
2 years ago
seanaedmiston f0a258555b
Support similarity search by vector (in FAISS) (#961)
Alternate implementation to PR #960 Again - only FAISS is implemented.
If accepted can add this to other vectorstores or leave as
NotImplemented? Suggestions welcome...
2 years ago
rogerserper e46cd3b7db
Google Search API integration with serper.dev (wrapper, tests, docs, … (#909)
Adds Google Search integration with [Serper](https://serper.dev) a
low-cost alternative to SerpAPI (10x cheaper + generous free tier).
Includes documentation, tests and examples. Hopefully I am not missing
anything.

Developers can sign up for a free account at
[serper.dev](https://serper.dev) and obtain an api key.

## Usage

```python
from langchain.utilities import GoogleSerperAPIWrapper
from langchain.llms.openai import OpenAI
from langchain.agents import initialize_agent, Tool

import os
os.environ["SERPER_API_KEY"] = ""
os.environ['OPENAI_API_KEY'] = ""

llm = OpenAI(temperature=0)
search = GoogleSerperAPIWrapper()
tools = [
    Tool(
        name="Intermediate Answer",
        func=search.run
    )
]

self_ask_with_search = initialize_agent(tools, llm, agent="self-ask-with-search", verbose=True)
self_ask_with_search.run("What is the hometown of the reigning men's U.S. Open champion?")
```

### Output
```
Entering new AgentExecutor chain...
 Yes.
Follow up: Who is the reigning men's U.S. Open champion?
Intermediate answer: Current champions Carlos Alcaraz, 2022 men's singles champion.
Follow up: Where is Carlos Alcaraz from?
Intermediate answer: El Palmar, Spain
So the final answer is: El Palmar, Spain

> Finished chain.

'El Palmar, Spain'
```
2 years ago
Ankush Gola caa8e4742e
Enable streaming for OpenAI LLM (#986)
* Support a callback `on_llm_new_token` that users can implement when
`OpenAI.streaming` is set to `True`
2 years ago
Harrison Chase 88bebb4caa
Harrison/llm integrations (#1039)
Co-authored-by: jped <jonathanped@gmail.com>
Co-authored-by: Justin Torre <justintorre75@gmail.com>
Co-authored-by: Ivan Vendrov <ivan@anthropic.com>
2 years ago
Harrison Chase ec727bf166
Align table info (#999) (#1034)
Currently the chain is getting the column names and types on the one
side and the example rows on the other. It is easier for the llm to read
the table information if the column name and examples are shown together
so that it can easily understand to which columns do the examples refer
to. For an instantiation of this, please refer to the changes in the
`sqlite.ipynb` notebook.

Also changed `eval` for `ast.literal_eval` when interpreting the results
from the sample row query since it is a better practice.

---------

Co-authored-by: Francisco Ingham <>

---------

Co-authored-by: Francisco Ingham <fpingham@gmail.com>
2 years ago
Enrico Shippole f30dcc6359
Add GooseAI, CerebriumAI, Petals, ForefrontAI (#981)
Add GooseAI, CerebriumAI, Petals, ForefrontAI
2 years ago