Commit Graph

287 Commits (0ad76c3380055bfbd518348c3ec47548b9868d76)

Author SHA1 Message Date
Zura Isakadze 647bbf61c1
Add SQLiteChatMessageHistory (#3534)
It's based on already existing `PostgresChatMessageHistory`

Use case somewhere in between multiple files and Postgres storage.
1 year ago
James Brotchie 921894960b
Add ChatModel, LLM, and Embeddings for Google's PaLM APIs (#3575)
- Add langchain.llms.GooglePalm for text completion,
 - Add langchain.chat_models.ChatGooglePalm for chat completion,
- Add langchain.embeddings.GooglePalmEmbeddings for sentence embeddings,
- Add example field to HumanMessage and AIMessage so that users can feed
in examples into the PaLM Chat API,
 - Add system and unit tests.

Note async completion for the Text API is not yet supported and will be
included in a future PR.

Happy for feedback on any aspect of this PR, especially our choice of
adding an example field to Human and AI Message objects to enable
passing example messages to the API.
1 year ago
Roma d15f481352
Add unit test to output parsers (#3911)
This pull request adds unit tests for various output parsers
(BooleanOutputParser, CommaSeparatedListOutputParser, and
StructuredOutputParser) to ensure their correct functionality and to
increase code reliability and maintainability. The tests cover both
valid and invalid input cases.

Changes:

Added unit tests for BooleanOutputParser.
Added unit tests for CommaSeparatedListOutputParser.
Added unit tests for StructuredOutputParser.

Testing:

All new unit tests have been executed, and they pass successfully.
The overall test suite has been run, and all tests pass.
Notes:

These tests cover both successful parsing scenarios and error handling
for invalid inputs.
If any new output parsers are added in the future, corresponding unit
tests should also be created to maintain coverage.
1 year ago
Davis Chase 52e4fba897
Fix self query pinecone translation (#3892)
Enum to string conversion handled differently between python 3.9 and
3.11, currently breaking in 3.11 (see #3788). Thanks @peter-brady for
catching this!
1 year ago
Zander Chase d7e17fc8fe
Deprecate StdInquireTool (#3850)
- Deprecate StdInInquire tool (dup of HumanInputRun)
- Expose missing tools from `langchain.tools`
1 year ago
Ankush Gola d3ec00b566
Callbacks Refactor [base] (#3256)
Co-authored-by: Nuno Campos <nuno@boringbits.io>
Co-authored-by: Davis Chase <130488702+dev2049@users.noreply.github.com>
Co-authored-by: Zander Chase <130414180+vowelparrot@users.noreply.github.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
1 year ago
Harrison Chase bd7e0a534c
Harrison/csv loader (#3771)
Co-authored-by: mrT23 <tal.r@codium.ai>
1 year ago
Mike Wang 512c24fc9c
[annotation improvement] Make AgentType->Class Conversion More Scalable (#3749)
In the current solution, AgentType and AGENT_TO_CLASS are placed in two
separate files and both manually maintained. This might cause
inconsistency when we update either of them.

— latest —
based on the discussion with hwchase17, we don’t know how to further use
the newly introduced AgentTypeConfig type, so it doesn’t make sense yet
to add it. Instead, it’s better to move the dictionary to another file
to keep the loading.py file clear. The consistency is a good point.
Instead of asserting the consistency during linting, we added a unittest
for consistency check. I think it works as auto unittest is triggered
every time with clear failure notice. (well, force push is possible, but
we all know what we are doing, so let’s show trust. :>)

~~This PR includes~~
- ~~Introduced AgentTypeConfig as the source of truth of all AgentType
related meta data.~~
- ~~Each AgentTypeConfig is a annotated class type which can be used for
annotation in other places.~~
- ~~Each AgentTypeConfig can be easily extended when we have more meta
data needs.~~
- ~~Strong assertion to ensure AgentType and AGENT_TO_CLASS are always
consistent.~~
- ~~Made AGENT_TO_CLASS automatically generated.~~

~~Test Plan:~~
- ~~since this change is focusing on annotation, lint is the major test
focus.~~
- ~~lint, format and test passed on local.~~
1 year ago
Mike Wang b588446bf9
[simple][test] Added test case for schema.py (#3692)
- added unittest for schema.py covering utility functions and token
counting.
- fixed a nit. based on huggingface doc, the tokenizer model is gpt-2.
[link](https://huggingface.co/transformers/v4.8.2/_modules/transformers/models/gpt2/tokenization_gpt2_fast.html)
- make lint && make format, passed on local
- screenshot of new test running result

<img width="1283" alt="Screenshot 2023-04-27 at 9 51 55 PM"
src="https://user-images.githubusercontent.com/62768671/235057441-c0ac3406-9541-453f-ba14-3ebb08656114.png">
1 year ago
Rafal Wojdyla 160bfae93f
Add `DocstoreFn` - lookup doc via arbitrary function (#3760)
This **partially** addresses
https://github.com/hwchase17/langchain/issues/1524, but it's also useful
for some of our use cases.

This `DocstoreFn` allows to lookup a document given a function that
accepts the `search` string without the need to implement a custom
`Docstore`.

This could be useful when:
* you don't want to implement a `Docstore` just to provide a custom
`search`
 * it's expensive to construct an `InMemoryDocstore`/dict
 * you retrieve documents from remote sources
 * you just want to reuse existing objects
1 year ago
Zander Chase 5042bd40d3
Add Shell Tool (#3335)
Create an official bash shell tool to replace the dynamically generated one
1 year ago
Zander Chase 334c162f16
Add Other File Utilities (#3209)
Add other File Utilities, include
- List Directory
- Search for file
- Move
- Copy
- Remove file

Bundle as toolkit
Add a notebook that connects to the Chat Agent, which somewhat supports
multi-arg input tools
Update original read/write files to return the original dir paths and
better handle unsupported file paths.
Add unit tests
1 year ago
Zander Chase da7b51455c
Dynamic tool -> single purpose (#3697)
I think the logic of
https://github.com/hwchase17/langchain/pull/3684#pullrequestreview-1405358565
is too confusing.

I prefer this alternative because:
- All `Tool()` implementations by default will be treated the same as
before. No breaking changes.
- Less reliance on pydantic magic
- The decorator (which only is typed as returning a callable) can infer
schema and generate a structured tool
- Either way, the recommended way to create a custom tool is through
inheriting from the base tool
1 year ago
Zander Chase 4654c58f72
Add validation on agent instantiation for multi-input tools (#3681)
Tradeoffs here:
- No lint-time checking for compatibility
- Differs from JS package
- The signature inference, etc. in the base tool isn't simple
- The `args_schema` is optional 

Pros:
- Forwards compatibility retained
- Doesn't break backwards compatibility
- User doesn't have to think about which class to subclass (single base
tool or dynamic `Tool` interface regardless of input)
-  No need to change the load_tools, etc. interfaces

Co-authored-by: Hasan Patel <mangafield@gmail.com>
1 year ago
Davis Chase b807a114e4
Add query parsing unit tests (#3672) 1 year ago
Eugene Yurtsev 708787dddb
Blob: Add validator and use future annotations (#3650)
Minor changes to the Blob schema.

---------

Co-authored-by: Zander Chase <130414180+vowelparrot@users.noreply.github.com>
1 year ago
Eugene Yurtsev c5a4b4fea1
Suppress duckdb warning in unit tests explicitly (#3653)
This catches the warning raised when using duckdb, asserts that it's as expected.

The goal is to resolve all existing warnings to make unit-testing much stricter.
1 year ago
Eugene Yurtsev e6c8cce050
Add unit-test to catch changes to required deps (#3662)
This adds a unit test that can catch changes to required dependencies
1 year ago
Eugene Yurtsev 055f58960a
Fix pytest collection warning (#3651)
Fixes a pytest collection warning because the test class starts with the
prefix "Test"
1 year ago
Eugene Yurtsev 5d02010763
Introduce Blob and Blob Loader interface (#3603)
This PR introduces a Blob data type and a Blob loader interface.

This is the first of a sequence of PRs that follows this proposal: 

https://github.com/hwchase17/langchain/pull/2833

The primary goals of these abstraction are:

* Decouple content loading from content parsing code.
* Help duplicated content loading code from document loaders.
* Make lazy loading a default for langchain.
1 year ago
Zander Chase ee670c448e
Persistent Bash Shell (#3580)
Clean up linting and make more idiomatic by using an output parser

---------

Co-authored-by: FergusFettes <fergusfettes@gmail.com>
1 year ago
Roma 2b4e9a3efa
Add unit test for _merge_splits function (#3513)
This commit adds a new unit test for the _merge_splits function in the
text splitter. The new test verifies that the function merges text into
chunks of the correct size and overlap, using a specified separator. The
test passes on the current implementation of the function.
1 year ago
Mindaugas Sharskus a4d85f7fd5
[Fix #3365]: Changed regex to cover new line before action serious (#3367)
Fix for: [Changed regex to cover new line before action
serious.](https://github.com/hwchase17/langchain/issues/3365)
---

This PR fixes the issue where `ValueError: Could not parse LLM output:`
was thrown on seems to be valid input.

Changed regex to cover new lines before action serious (after the
keywords "Action:" and "Action Input:").

regex101: https://regex101.com/r/CXl1kB/1

---------

Co-authored-by: msarskus <msarskus@cisco.com>
1 year ago
Davis Chase b2564a6391
fix #3884 (#3475)
fixes mar bug #3384
1 year ago
Zander Chase 49122a96e7
Structured Tool Bugfixes (#3324)
- Proactively raise error if a tool subclasses BaseTool, defines its
own schema, but fails to add the type-hints
- fix the auto-inferred schema of the decorator to strip the
unneeded virtual kwargs from the schema dict

Helps avoid silent instances of #3297
1 year ago
Davis Chase 46542dc774
Contextual compression retriever (#2915)
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
1 year ago
Harrison Chase 9a0356d276
Harrison/file chat history (#3198)
Co-authored-by: Young Lee <joybro201@gmail.com>
1 year ago
Zander Chase 4adfd790f0
Update File Management Tools to Include Root Directory (#3112)
- Permit the specification of a `root_dir` to the read/write file tools
to specify a working directory
- Add validation for attempts to read/write outside the directory (e.g.,
through `../../` or symlinks or `/abs/path`'s that don't lie in the
correct path)
- Add some tests for all


One question is whether we should make a default root directory for
these? tradeoffs either way
1 year ago
engkheng dbbc340f25
Validate `input_variables` when using `jinja2` templates (#3140)
`langchain.prompts.PromptTemplate` and
`langchain.prompts.FewShotPromptTemplate` do not validate
`input_variables` when initialized as `jinja2` template.

```python
# Using langchain v0.0.144
template = """"\
Your variable: {{ foo }}
{% if bar %}
You just set bar boolean variable to true
{% endif %}
"""

# Missing variable, should raise ValueError
prompt_template = PromptTemplate(template=template, 
                                 input_variables=["bar"], 
                                 template_format="jinja2", 
                                 validate_template=True)

# Extra variable, should raise ValueError
prompt_template = PromptTemplate(template=template, 
                                 input_variables=["bar", "foo", "extra", "thing"], 
                                 template_format="jinja2", 
                                 validate_template=True)
```
1 year ago
Zander Chase 90ef705ced
Update Tool Input (#3103)
- Remove dynamic model creation in the `args()` property. _Only infer
for the decorator (and add an argument to NOT infer if someone wishes to
only pass as a string)_
- Update the validation example to make it less likely to be
misinterpreted as a "safe" way to run a repl


There is one example of "Multi-argument tools" in the custom_tools.ipynb
from yesterday, but we could add more. The output parsing for the base
MRKL agent hasn't been adapted to handle structured args at this point
in time

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
1 year ago
Harrison Chase aad0a498ac
Harrison/output error (#3094)
Co-authored-by: yummydum <sumita@nowcast.co.jp>
1 year ago
Harrison Chase db968284f8
tools refactor (#2961)
Co-authored-by: vowelparrot <130414180+vowelparrot@users.noreply.github.com>
1 year ago
engkheng 19febc77d6
Support inference of `input_variables` from `jinja2` template (#3013)
`langchain.prompts.PromptTemplate` is unable to infer `input_variables`
from jinja2 template.

```python
# Using langchain v0.0.141
template_string = """\
Hello world
Your variable: {{ var }}
{# This will not get rendered #}

{% if verbose %}
Congrats! You just turned on verbose mode and got extra messages!
{% endif %}
"""

template = PromptTemplate.from_template(template_string, template_format="jinja2")
print(template.input_variables) # Output ['# This will not get rendered #', '% endif %', '% if verbose %']
```

---------

Co-authored-by: engkheng <ongengkheng929@example.com>
1 year ago
Nuno Campos dac32c59e5
Nc/combining output parser (#3014)
Co-authored-by: vowelparrot <130414180+vowelparrot@users.noreply.github.com>
1 year ago
Davis Chase 19c85aa990
Factor out doc formatting and add validation (#3026)
@cnhhoang850 slightly more generic fix for #2944, works for whatever the
expected metadata keys are not just `source`
1 year ago
vowelparrot 99c0382209
Generative Characters (#2859)
Add a time-weighted memory retriever and a notebook that approximates a
Generative Agent from https://arxiv.org/pdf/2304.03442.pdf


The "daily plan" components are removed for now since they are less
useful without a virtual world, but the memory is an interesting
component to build off.

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
1 year ago
Harrison Chase e12e00df12
use output parsers in agents (#2987) 1 year ago
vowelparrot 5ca7ce77cd
Remove pythonrepl from LLM-MathChain (#2943)
Use numexpr evaluate instead of the python REPL to avoid malicious code
injection.

Tested against the (limited) math dataset and got the same score as
before.

For more permissive tools (like the REPL tool itself), other approaches
ought to be provided (some combination of Sanitizer + Restricted python
+ unprivileged-docker + ...), but for a calculator tool, only
mathematical expressions should be permitted.

See https://github.com/hwchase17/langchain/issues/814
1 year ago
dev2049 36aa7f30e4
Move PythonRepl -> langchain.utilities (#2917) 1 year ago
Harrison Chase 705596b46a
Harrison/fix create sql agent (#2870)
Co-authored-by: Timothé Pearce <timothe.pearce@gmail.com>
1 year ago
KullTC 802363eb6a
Remove print statement from test (#2809)
Remove unnecessary print statement.
1 year ago
KullTC 64596b23b9
Return output of PythonAstREPLTool when falling back to exec() (#2780)
When the code ran by the PythonAstREPLTool contains multiple statements
it will fallback to exec() instead of using eval(). With this change, it
will also return the output of the code in the same way the
PythonREPLTool will.
2 years ago
Joshua Snyder 59d054308c
Add type inference for output parsers (#2769)
Currently, the output type of a number of OutputParser's `parse` methods
is `Any` when it can in fact be inferred.

This PR makes BaseOutputParser use a generic type and fixes the output
types of the following parsers:
- `PydanticOutputParser`
- `OutputFixingParser`
- `RetryOutputParser`
- `RetryWithErrorOutputParser`

The output of the `StructuredOutputParser` is corrected from `BaseModel`
to `Any` since there are no type guarantees provided by the parser.

Fixes issue #2715
2 years ago
Abhik Singla 955bd2e1db
Fixed Ast Python Repl for Chatgpt multiline commands (#2406)
Resolves issue https://github.com/hwchase17/langchain/issues/2252

---------

Co-authored-by: Abhik Singla <abhiksingla@microsoft.com>
2 years ago
Ankush Gola b82cbd1be0
Use `run` and `arun` in place of `combine_docs` and `acombine_docs` (#2635)
`combine_docs` does not go through the standard chain call path which
means that chain callbacks won't be triggered, meaning QA chains won't
be traced properly, this fixes that.

Also fix several errors in the chat_vector_db notebook
2 years ago
Vashisht Madhavan aa439ac2ff
Adding an in-context QA evaluation chain + chain of thought reasoning chain for improved accuracy (#2444)
Right now, eval chains require an answer for every question. It's
cumbersome to collect this ground truth so getting around this issue
with 2 things:

* Adding a context param in `ContextQAEvalChain` and simply evaluating
if the question is answered accurately from context
* Adding chain of though explanation prompting to improve the accuracy
of this w/o GT.

This also gets to feature parity with openai/evals which has the same
contextual eval w/o GT.

TODO in follow-up:
* Better prompt inheritance. No need for seperate prompt for CoT
reasoning. How can we merge them together

---------

Co-authored-by: Vashisht Madhavan <vashishtmadhavan@Vashs-MacBook-Pro.local>
2 years ago
William FH f240651bd8
Add Request body (#2507)
This still doesn't handle the following

- non-JSON media types
- anyOf, allOf, oneOf's

And doesn't emit the typescript definitions for referred types yet, but
that can be saved for a separate PR.

Also, we could have better support for Swagger 2.0 specs and OpenAPI
3.0.3 (can use the same lib for the latter) recommend offline conversion
for now.
2 years ago
Zach Jones 13d1df2140
Feature: AgentExecutor execution time limit (#2399)
`AgentExecutor` already has support for limiting the number of
iterations. But the amount of time taken for each iteration can vary
quite a bit, so it is difficult to place limits on the execution time.
This PR adds a new field `max_execution_time` to the `AgentExecutor`
model. When called asynchronously, the agent loop is wrapped in an
`asyncio.timeout()` context which triggers the early stopping response
if the time limit is reached. When called synchronously, the agent loop
checks for both the max_iteration limit and the time limit after each
iteration.

When used asynchronously `max_execution_time` gives really tight control
over the max time for an execution chain. When used synchronously, the
chain can unfortunately exceed max_execution_time, but it still gives
more control than trying to estimate the number of max_iterations needed
to cap the execution time.

---------

Co-authored-by: Zachary Jones <zjones@zetaglobal.com>
2 years ago
leo-gan fd69cc7e42
Removed duplicate BaseModel dependencies (#2471)
Removed duplicate BaseModel dependencies in class inheritances.
Also, sorted imports by `isort`.
2 years ago
Harrison Chase 1e19e004af
Harrison/openapi spec (#2474)
Co-authored-by: William Fu-Hinthorn <13333726+hinthornw@users.noreply.github.com>
2 years ago
Harrison Chase 26314d7004
Harrison/openapi parser (#2461)
Co-authored-by: William FH <13333726+hinthornw@users.noreply.github.com>
2 years ago
Ankush Gola 4d730a9bbc
improve `AsyncCallbackManager` (#2410) 2 years ago
Harrison Chase c7b083ab56
bump version to 131 (#2391) 2 years ago
Harrison Chase fe1eb8ca5f
requests wrapper (#2367) 2 years ago
Shrined 10dab053b4
Add Enum for agent types (#2321)
This pull request adds an enum class for the various types of agents
used in the project, located in the `agent_types.py` file. Currently,
the project is using hardcoded strings for the initialization of these
agents, which can lead to errors and make the code harder to maintain.
With the introduction of the new enums, the code will be more readable
and less error-prone.

The new enum members include:

- ZERO_SHOT_REACT_DESCRIPTION
- REACT_DOCSTORE
- SELF_ASK_WITH_SEARCH
- CONVERSATIONAL_REACT_DESCRIPTION
- CHAT_ZERO_SHOT_REACT_DESCRIPTION
- CHAT_CONVERSATIONAL_REACT_DESCRIPTION

In this PR, I have also replaced the hardcoded strings with the
appropriate enum members throughout the codebase, ensuring a smooth
transition to the new approach.
2 years ago
Harrison Chase acfda4d1d8
Harrison/multiline commands (#2280)
Co-authored-by: Marc Päpper <mpaepper@users.noreply.github.com>
2 years ago
leo-gan 579ad85785
skip unit tests that fail in Windows (#2238)
Issue #2174
Several unit tests fail in Windows.
Added pytest attribute to skip these tests automatically.
2 years ago
Harrison Chase 2d3918c152
make requests more general (#2209) 2 years ago
Harrison Chase 5c907d9998
Harrison/base agent without docs (#2166) 2 years ago
Harrison Chase f5a4bf0ce4
remove prep (#2136)
agents should be stateless or async stuff may not work
2 years ago
Harrison Chase e2c26909f2
Harrison/memory check (#2119)
Co-authored-by: JIAQIA <jqq1716@gmail.com>
2 years ago
Harrison Chase f281033362
rm pandas dependency (#2102) 2 years ago
Harrison Chase 9e74df2404
Fix issue#1645: Parse llm_output even there's newline (#2092) (#2099)
Fix issue#1645: Parse either whitespace or newline after 'Action Input:'
in llm_output in mrkl agent.
Unittests added accordingly.

Co-authored-by: ₿ingnan.ΞTH <brillliantz@outlook.com>
2 years ago
blob42 b7f392fdd6
[agent_executor] convenience func: lookup tool by name (#2001)
A quick convenience function to lookup a tool by name

Co-authored-by: blob42 <spike@w530>
2 years ago
Harrison Chase 30e3b31b04
Harrison/document cleanup (#2062)
Co-authored-by: Delip Rao <delip@users.noreply.github.com>
2 years ago
Daniel Chalef 6598beacdb
PydanticOutputParser unit test (#2047)
Unit test for PydanticOutputParser

---------

Co-authored-by: Daniel Chalef <daniel.chalef@private.org>
2 years ago
Harrison Chase 705431aecc
big docs refactor (#1978)
Co-authored-by: Ankush Gola <ankush.gola@gmail.com>
2 years ago
Harrison Chase ce5d97bcb3
Harrison/guarded output parser (#1804)
Co-authored-by: jerwelborn <jeremy.welborn@gmail.com>
2 years ago
Matt Tucker a92344f476
Use regex match for bash process error output test assertion. (#1837)
I was getting the same issue reported in #1339 by
[MacYang555](https://github.com/MacYang555) when running the test suite
on my Mac. I implemented the fix they suggested to use a regex match in
the output assertion for the scenario under test.

Resolves #1339
2 years ago
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
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 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 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
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 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
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
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
Harrison Chase 5e10e19bfe
Harrison/align table (#1081)
Co-authored-by: Francisco Ingham <fpingham@gmail.com>
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 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
Shahriar Tajbakhsh b7747017d7
Import of `declarative_base` when SQLAlchemy <1.4 (#883)
In
[pyproject.toml](https://github.com/hwchase17/langchain/blob/master/pyproject.toml),
the expectation is `SQLAlchemy = "^1"`. But, the way `declarative_base`
is imported in
[cache.py](https://github.com/hwchase17/langchain/blob/master/langchain/cache.py)
will only work with SQLAlchemy >=1.4. This PR makes sure Langchain can
be run in environments with SQLAlchemy <1.4
2 years ago
Ankush Gola bc7e56e8df
Add asyncio support for LLM (OpenAI), Chain (LLMChain, LLMMathChain), and Agent (#841)
Supporting asyncio in langchain primitives allows for users to run them
concurrently and creates more seamless integration with
asyncio-supported frameworks (FastAPI, etc.)

Summary of changes:

**LLM**
* Add `agenerate` and `_agenerate`
* Implement in OpenAI by leveraging `client.Completions.acreate`

**Chain**
* Add `arun`, `acall`, `_acall`
* Implement them in `LLMChain` and `LLMMathChain` for now

**Agent**
* Refactor and leverage async chain and llm methods
* Add ability for `Tools` to contain async coroutine
* Implement async SerpaPI `arun`

Create demo notebook.

Open questions:
* Should all the async stuff go in separate classes? I've seen both
patterns (keeping the same class and having async and sync methods vs.
having class separation)
2 years ago
Harrison Chase e2b834e427
Harrison/prompt template prefix (#888)
Co-authored-by: Gabriel Simmons <simmons.gabe@gmail.com>
2 years ago
Harrison Chase f95cedc443
Harrison/sql rows (#915)
Co-authored-by: Jon Luo <20971593+jzluo@users.noreply.github.com>
2 years ago
Harrison Chase 93a091cfb8
Optionally return shell output on incorrect command (#894) (#899)
This allows the LLM to correct its previous command by looking at the
error message output to the shell.

Additionally, this uses subprocess.run because that is now recommended
over subprocess.check_output:

https://docs.python.org/3/library/subprocess.html#using-the-subprocess-module

Co-authored-by: Amos Ng <me@amos.ng>
2 years ago
Harrison Chase a2b699dcd2
prompt template from string (#884) 2 years ago
Harrison Chase 8df6b68093
fix length based example selector (#862) 2 years ago
Jason Liu 54f9e4287f
Pass kwargs from initialize_agent into agent classmethod (#799)
# Problem
I noticed that in order to change the prefix of the prompt in the
`zero-shot-react-description` agent
we had to dig around to subset strings deep into the agent's attributes.
It requires the user to inspect a long chain of attributes and classes.

`initialize_agent -> AgentExecutor -> Agent -> LLMChain -> Prompt from
Agent.create_prompt`

``` python
agent = initialize_agent(
    tools=tools,
    llm=fake_llm,
    agent="zero-shot-react-description"
)
prompt_str = agent.agent.llm_chain.prompt.template
new_prompt_str = change_prefix(prompt_str)
agent.agent.llm_chain.prompt.template = new_prompt_str
```

# Implemented Solution

`initialize_agent` accepts `**kwargs` but passes it to `AgentExecutor`
but not `ZeroShotAgent`, by simply giving the kwargs to the agent class
methods we can support changing the prefix and suffix for one agent
while allowing future agents to take advantage of `initialize_agent`.


```
agent = initialize_agent(
    tools=tools,
    llm=fake_llm,
    agent="zero-shot-react-description",
    agent_kwargs={"prefix": prefix, "suffix": suffix}
)
```

To be fair, this was before finding docs around custom agents here:
https://langchain.readthedocs.io/en/latest/modules/agents/examples/custom_agent.html?highlight=custom%20#custom-llmchain
but i find that my use case just needed to change the prefix a little.


# Changes

* Pass kwargs to Agent class method
* Added a test to check suffix and prefix

---------

Co-authored-by: Jason Liu <jason@jxnl.coA>
2 years ago
Roy Williams 6086292252
Centralize logic for loading from LangChainHub, add ability to pin dependencies (#805)
It's generally considered to be a good practice to pin dependencies to
prevent surprise breakages when a new version of a dependency is
released. This commit adds the ability to pin dependencies when loading
from LangChainHub.

Centralizing this logic and using urllib fixes an issue identified by
some windows users highlighted in this video -
https://youtu.be/aJ6IQUh8MLQ?t=537
2 years ago
Harrison Chase 1ad7973cc6
Harrison/tool decorator (#790)
Co-authored-by: Jason Liu <jxnl@users.noreply.github.com>
Co-authored-by: Jason Liu <jason@jxnl.coA>
2 years ago
Harrison Chase 248c297f1b
Sample row in table info for SQLDatabase (#769) (#782)
The agents usually benefit from understanding what the data looks like
to be able to filter effectively. Sending just one row in the table info
allows the agent to understand the data before querying and get better
results.

---------

Co-authored-by: Francisco Ingham <>

---------

Co-authored-by: Francisco Ingham <fpingham@gmail.com>
2 years ago
Amos Ng 6ad360bdef
Suggestions for better debugging (#765)
Please feel free to disregard any changes you disagree with
2 years ago
Ankush Gola 57609845df
add tracing support to langchain (#741)
* add implementations of `BaseCallbackHandler` to support tracing:
`SharedTracer` which is thread-safe and `Tracer` which is not and is
meant to be used locally.
* Tracers persist runs to locally running `langchain-server`

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2 years ago
Amos Ng fa6826e417
Fix sqlalchemy warnings when running tests (#733)
This has been bugging me when running my own tests that call langchain
methods :P
2 years ago
scadEfUr e3df8ab6dc
move hyde into chains (#728)
Co-authored-by: scadEfUr <>
2 years ago
Harrison Chase 0ffeabd14f
Harrison/serialize llm chain (#671) 2 years ago
Harrison Chase cbc146720b
verbose flag (#683) 2 years ago
Harrison Chase a2eeaf3d43
strip whitespace (#680) 2 years ago
Harrison Chase 54d7f1c933
fix caching (#658) 2 years ago
Harrison Chase 1ac3319e45
simplify parsing of the final answer (#621) 2 years ago
Harrison Chase 1511606799
Harrison/fix splitting (#563)
fix issue where text splitting could possibly create empty docs
2 years ago
Harrison Chase 1192cc0767
smart text splitter (#530)
smart text splitter that iteratively tries different separators until it
works!
2 years ago
Harrison Chase 9833fcfe32
fix caching (#555) 2 years ago
Harrison Chase 330a5b42d4
fix map reduce chain (#550) 2 years ago
Harrison Chase 4974f49bb7
add return_direct flag to tool (#537)
adds a return_direct flag to tools, which just returns the tool output
as the final output
2 years ago
Harrison Chase 1631981f84
Harrison/fix and test caching (#538) 2 years ago
Harrison Chase 9e04c34e20
Add BaseCallbackHandler and CallbackManager (#478)
Co-authored-by: Ankush Gola <9536492+agola11@users.noreply.github.com>
2 years ago
Harrison Chase 0db05b6725
Harrison/add human prefix (#520)
Co-authored-by: Andrew Huang <jhuang16888@gmail.com>
2 years ago
Harrison Chase 985496f4be
Docs refactor (#480)
Big docs refactor! Motivation is to make it easier for people to find
resources they are looking for. To accomplish this, there are now three
main sections:

- Getting Started: steps for getting started, walking through most core
functionality
- Modules: these are different modules of functionality that langchain
provides. Each part here has a "getting started", "how to", "key
concepts" and "reference" section (except in a few select cases where it
didnt easily fit).
- Use Cases: this is to separate use cases (like summarization, question
answering, evaluation, etc) from the modules, and provide a different
entry point to the code base.

There is also a full reference section, as well as extra resources
(glossary, gallery, etc)

Co-authored-by: Shreya Rajpal <ShreyaR@users.noreply.github.com>
2 years ago
Harrison Chase d0f194de73
add logic for agent stopping (#420) 2 years ago
Harrison Chase 95157d0aad
Add schema property to sql database utility class (#448) (#462)
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>

Signed-off-by: Diwank Singh Tomer <diwank.singh@gmail.com>
Co-authored-by: Nuno Campos <nuno@boringbits.io>
Co-authored-by: Diwank Singh Tomer <diwank.singh@gmail.com>
2 years ago
Harrison Chase 0c5d3fd894
version 0.0.49 (#436) 2 years ago
Harrison Chase f8b605293f
Harrison/improve memory (#432)
add AI prefix

add new type of memory

Co-authored-by: Jason <chisanch@usc.edu>
2 years ago
Harrison Chase ee3b8e89b3
better parsing of agent output (#418) 2 years ago
Harrison Chase 20959d8c36
check memory variables (#411)
can have multiple input keys, if some come from memory
2 years ago
Harrison Chase 6b60c509ac
(WIP) add HyDE (#393)
Co-authored-by: cameronccohen <cameron.c.cohen@gmail.com>
Co-authored-by: Cameron Cohen <cameron.cohen@quantco.com>
2 years ago
Harrison Chase c104d507bf
Harrison/improve data augmented generation docs (#390)
Co-authored-by: cameronccohen <cameron.c.cohen@gmail.com>
Co-authored-by: Cameron Cohen <cameron.cohen@quantco.com>
2 years ago
Harrison Chase cf98f219f9
Harrison/tools exp (#372) 2 years ago
Harrison Chase e7b625fe03
fix text splitter (#375) 2 years ago
Ankush Gola 8d0869c6d3
change run to use args and kwargs (#367)
Before, `run` was not able to be called with multiple arguments. This
expands the functionality.
2 years ago
Harrison Chase c1b50b7b13
Harrison/map reduce merge (#344)
Co-authored-by: John Nay <JohnNay@users.noreply.github.com>
2 years ago
Harrison Chase 78b31e5966
Harrison/cache (#343) 2 years ago
Harrison Chase 8cf62ce06e
Harrison/single input (#347)
allow passing of single input into chain

Co-authored-by: thepok <richterthepok@yahoo.de>
2 years ago
Harrison Chase 9bb7195085
Harrison/llm saving (#331)
Co-authored-by: Akash Samant <70665700+asamant21@users.noreply.github.com>
2 years ago
Hunter Gerlach 482611f426
unit test / code coverage improvements (#322)
This PR has two contributions:

1. Add test for when stop token is found in middle of text

2. Add code coverage tooling and instructions
- Add pytest-cov via poetry
- Add necessary config files
- Add new make instruction for `coverage`
- Update README with coverage guidance
- Update minor README formatting/spelling

Co-authored-by: Hunter Gerlach <hunter@huntergerlach.com>
2 years ago
Shobith Alva 19a9fa16a9
Add `clear()` method for `Memory` (#305)
a simple helper to clear the buffer in `Conversation*Memory` classes
2 years ago
Harrison Chase e02d6b2288
beta: logger (#307) 2 years ago
andersenchen 5267ebce2d
Add LLMCheckerChain (#281)
Implementation of https://github.com/jagilley/fact-checker. Works pretty
well.

<img width="993" alt="Screenshot 2022-12-07 at 4 41 47 PM"
src="https://user-images.githubusercontent.com/101075607/206302751-356a19ff-d000-4798-9aee-9c38b7f532b9.png">

Verifying this manually:
1. "Only two kinds of egg-laying mammals are left on the planet
today—the duck-billed platypus and the echidna, or spiny anteater."
https://www.scientificamerican.com/article/extreme-monotremes/
2. "An [Echidna] egg weighs 1.5 to 2 grams (0.05 to 0.07
oz)[[19]](https://en.wikipedia.org/wiki/Echidna#cite_note-19) and is
about 1.4 centimetres (0.55 in) long."
https://en.wikipedia.org/wiki/Echidna#:~:text=sleep%20is%20suppressed.-,Reproduction,a%20reptile%2Dlike%20egg%20tooth.
3. "A [platypus] lays one to three (usually two) small, leathery eggs
(similar to those of reptiles), about 11 mm (7⁄16 in) in diameter and
slightly rounder than bird eggs."
https://en.wikipedia.org/wiki/Platypus#:~:text=It%20lays%20one%20to%20three,slightly%20rounder%20than%20bird%20eggs.
4. Therefore, an Echidna is the mammal that lays the biggest eggs.


cc @hwchase17
2 years ago
Harrison Chase 3c1c7ba672
update branch name in gha (#274) 2 years ago
Akash Samant 48b093823e
Add a Transformation Chain (#257)
Arbitrary transformation chains that can be used to add dictionary
extractions from llms/other chains
2 years ago
coyotespike b7bef36ee1
BashChain (#260)
Love the project, a ton of fun!

I think the PR is pretty self-explanatory, happy to make any changes! I
am working on using it in an `LLMBashChain` and may update as that
progresses.

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2 years ago
Harrison Chase 28be37f470
LLMRequestsChain (#267) 2 years ago
John McDonnell 68666d6a22
Gracefully degrade when model asks for nonexistent tool (#268)
Not yet tested, but very simple change, assumption is that we're cool
with just producing a generic output when tool is not found
2 years ago
Harrison Chase f5c665a544
combine python files (#256) 2 years ago
Harrison Chase db58032973
introduce output parser (#250) 2 years ago
Harrison Chase a9ce04201f
Harrison/improve usability of api chain (#247)
improve usability of api chain
2 years ago
Harrison Chase c897bd6cbd
api chain (#246)
Co-authored-by: Subhash Ramesh <33400216+thecooltechguy@users.noreply.github.com>
2 years ago
Xupeng (Tony) Tong bb4bf9d6d0
chore: minor clean up / formatting (#233)
to get familiarize with the project
2 years ago