483 Commits (main)

Author	SHA1	Message	Date
Harrison Chase	b7566b5ec3	Harrison/return intermediate steps (#428)	1 year ago
Harrison Chase	b50a56830d	Harrison/evaluation notebook (#426)	1 year ago
Harrison Chase	97f4000d3a	fix react docstore (#427)	1 year ago
Harrison Chase	ee3b8e89b3	better parsing of agent output (#418)	1 year ago
Harrison Chase	0d7aa1ee99	Harrison/docs to index (#419) ... Add method for going directly from documents to VectorStores Update notebook to showcase this functionality	1 year ago
Harrison Chase	20959d8c36	check memory variables (#411) ... can have multiple input keys, if some come from memory	1 year ago
altryne	f990395211	Readme typos (#409) ... I was honored by the twitter mention, so used PyCharm to try and... help docs even a little bit. Mostly typo-s and correct spellings. PyCharm really complains about "really good" being used all the time and recommended alternative wordings haha	1 year ago
Shreya Rajpal	f40b3ce347	Updated VectorDBQA docs to updated argument name (#405)	1 year ago
Samantha Whitmore	6bc8ae63ef	Add Redis cache implementation (#397) ... I'm using a hash function for the key just to make sure its length doesn't get out of hand, otherwise the implementation is quite similar.	1 year ago
mrbean	136f759492	Mrbean/support timeout (#398) ... Add support for passing in a request timeout to the API	1 year 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>	1 year ago
Keiji Kanazawa	543db9c2df	Add Azure OpenAI LLM (#395) ... Hi! This PR adds support for the Azure OpenAI service to LangChain. I've tried to follow the contributing guidelines. Co-authored-by: Keiji Kanazawa <{ID}+{username}@users.noreply.github.com>	1 year 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>	1 year ago
Harrison Chase	6be5747466	RFC: add cache override to LLM class (#379)	1 year ago
Harrison Chase	46c428234f	MMR example selector (#377) ... implement max marginal relevance example selector	1 year ago
Harrison Chase	ffed5e0056	Harrison/jinja formatter (#385) ... Co-authored-by: Benjamin <BenderV@users.noreply.github.com>	1 year ago
mrbean	fc66a32c6f	fix docstring (#383) ... 	1 year ago
Harrison Chase	cf98f219f9	Harrison/tools exp (#372)	1 year ago
Harrison Chase	e7b625fe03	fix text splitter (#375)	1 year ago
Harrison Chase	3474f39e21	Harrison/improve cache (#368) ... make it so everything goes through generate, which removes the need for two types of caches	1 year 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.	1 year ago
Harrison Chase	a7084ad6e4	Harrison/version 0040 (#366)	1 year ago
mrbean	50257fce59	Support Streaming Tokens from OpenAI (#364) ... https://github.com/hwchase17/langchain/issues/363 @hwchase17 how much does this make you want to cry?	1 year ago
mrbean	fe6695b9e7	Add HuggingFacePipeline LLM (#353) ... https://github.com/hwchase17/langchain/issues/354 Add support for running your own HF pipeline locally. This would allow you to get a lot more dynamic with what HF features and models you support since you wouldn't be beholden to what is hosted in HF hub. You could also do stuff with HF Optimum to quantize your models and stuff to get pretty fast inference even running on a laptop.	1 year ago
Benjamin	85c1bd2cd0	add sqlalchemy generic cache (#361) ... Created a generic SQLAlchemyCache class to plug any database supported by SQAlchemy. (I am using Postgres). I also based the class SQLiteCache class on this class SQLAlchemyCache. As a side note, I'm questioning the need for two distinct class LLMCache, FullLLMCache. Shouldn't we merge both ?	1 year ago
Harrison Chase	809a9f485f	Harrison/new version (#362)	1 year ago
Harrison Chase	750edfb440	add optional collapse prompt (#358)	1 year ago
Harrison Chase	2dd895d98c	add openai tokenizer (#355)	1 year ago
Harrison Chase	c1b50b7b13	Harrison/map reduce merge (#344) ... Co-authored-by: John Nay <JohnNay@users.noreply.github.com>	1 year ago
Harrison Chase	ed143b598f	improve openai embeddings (#351) ... add more formal support for explicitly specifying each model, but in a backwards compatible way	1 year ago
Harrison Chase	78b31e5966	Harrison/cache (#343)	1 year ago
Harrison Chase	8cf62ce06e	Harrison/single input (#347) ... allow passing of single input into chain Co-authored-by: thepok <richterthepok@yahoo.de>	1 year ago
Harrison Chase	e26b6f9c89	fix batching (#339)	1 year ago
Harrison Chase	996b5a3dfb	Harrison/llm final stuff (#332)	1 year ago
Harrison Chase	9bb7195085	Harrison/llm saving (#331) ... Co-authored-by: Akash Samant <70665700+asamant21@users.noreply.github.com>	1 year ago
Harrison Chase	595cc1ae1a	RFC: more complete return (#313) ... Co-authored-by: Andrew Williamson <awilliamson10@indstate.edu> Co-authored-by: awilliamson10 <aw.williamson10@gmail.com>	1 year ago
Harrison Chase	8861770bd0	expose get_num_tokens method (#327)	1 year ago
thepok	137356dbec	-1 max token description for openai (#330)	1 year ago
Harrison Chase	a7c8e37e77	Harrison/token counts (#311) ... Co-authored-by: thepok <richterthepok@yahoo.de>	1 year ago
Shobith Alva	19a9fa16a9	Add `clear()` method for `Memory` (#305) ... a simple helper to clear the buffer in `Conversation*Memory` classes	1 year ago
Harrison Chase	e02d6b2288	beta: logger (#307)	1 year ago
Harrison Chase	36b4c58acf	expose more stuff (#306)	1 year ago
Harrison Chase	7827f0a844	fix typing (int -> float) (#308)	1 year ago
Harrison Chase	853894dd47	add moderation chain (#299)	1 year 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
Samantha Whitmore	b10be842f6	ChatGPT Clone: adding ConversationBufferWindowMemory to replicate vir… (#288) ... …tual env example	2 years ago
Harrison Chase	e2e501aa06	Harrison/version 0032 (#283)	2 years ago
Harrison Chase	e9b1c8cdfa	Harrison/base combine doc chain (#264)	2 years ago
Harrison Chase	834b391792	update notebooks (#275)	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	2163d064f3	add return of ids (#254) ... not actually sure the desired return in add_example to example selector is actually general/good - whats the use case?	2 years ago
Harrison Chase	8cba5b791a	hotfix for api logging (#262)	2 years ago
Harrison Chase	5cd6956d58	Harrison/version 0028 (#259)	2 years ago
Harrison Chase	f5c665a544	combine python files (#256)	2 years ago
Harrison Chase	988cb51a7c	fix out of date docs (#255)	2 years ago
Harrison Chase	9481a23314	stop using chained input except in agent (#249)	2 years ago
Harrison Chase	ac2c2f6f28	Harrison/delete bad code (#253)	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
Harrison Chase	8145c79fd8	bump version to 0.0.27 (#244)	2 years ago
Harrison Chase	78a29f1060	text world agent (#240)	2 years ago
Xupeng (Tony) Tong	bb4bf9d6d0	chore: minor clean up / formatting (#233) ... to get familiarize with the project	2 years ago
Harrison Chase	473943643e	bump version 0026 (#235)	2 years ago
Harrison Chase	3ca2c8d6c5	allow passing of stop params into openai (#232)	2 years ago
Harrison Chase	347fc49d4d	Harrison/combine documents chain (#212) ... combine documents chain powering vector db qa with sources chain	2 years ago
Harrison Chase	ab9abf53b7	Harrison/version 0025 (#227)	2 years ago
Harrison Chase	ca2394028f	move search to not be a chain (#226)	2 years ago
Harrison Chase	b19a73be26	pal chain touch ups (#225) ... expose PAL in main entrypoint	2 years ago
Andrew Gleave	ea67c049f0	Support SQL statements that return no results (#222) ... Adds support for statements such as insert, update etc which do not return any rows. `engine.execute` is deprecated and so execution has been updated to use `connection.exec_driver_sql` as-per: https://docs.sqlalchemy.org/en/14/core/connections.html#sqlalchemy.engine.Engine.execute	2 years ago
Akash Samant	d368c43648	Bug Fix (#221) ... Quick bug fix for semantic similarity vector injection	2 years ago
Harrison Chase	1db7b18341	bump version to 0.0.24 (#220)	2 years ago
Harrison Chase	1b9b8efbc9	pal chain (#207) ... from https://arxiv.org/pdf/2211.10435.pdf	2 years ago
Shyamal H Anadkat	de4b255c1f	Switch default openai model to text-davinci-003 (#215)	2 years ago
Harrison Chase	0568998166	Harrison/fix react stateful (#219) ... fix issue with react being stateful	2 years ago
Harrison Chase	03c7140228	fix self ask template (#216)	2 years ago
Harrison Chase	cf3569fb1b	remove check (#217) ... doesnt do much	2 years ago
Hansen Qian	a39c998342	Add chain name to verbose logging (#214) ... Adds some context over what chain is running, thereby making it more obvious how different chains are entered and existed <img width="867" alt="Screen Shot 2022-11-28 at 11 55 34 AM" src="https://user-images.githubusercontent.com/2548973/204336849-25d87b44-6f5d-487b-b583-5455f306a470.png"> (note that the `...` is because the output is too long and VSCode truncated it)	2 years ago
Harrison Chase	261029cef3	bump version to 0.0.23 (#211)	2 years ago
Harrison Chase	b94244eb12	nits (#210) ... use json.dump move test to integration tests (since it requires huggingface_hub)	2 years ago
Akash Samant	ae72cf84b8	Save Prompts (#194)	2 years ago
Bagatur	b90e25f786	Add HuggingFace Hub Embeddings (#125) ... Add support for calling HuggingFace embedding models using the HuggingFaceHub Inference API. New class mirrors the existing HuggingFaceHub LLM implementation. Currently only supports 'sentence-transformers' models. Closes #86	2 years ago
Harrison Chase	287f1857ee	fix self ask w search (#206)	2 years ago
Harrison Chase	3eddbd11e4	bump version to 22 (#202)	2 years ago
Harrison Chase	05c5d0b8ee	add custom prompt notebooks (#198)	2 years ago
Harrison Chase	fcb9b2ffe5	Harrison/agent memory (#197) ... add doc for agent with memory	2 years ago
Harrison Chase	6eab5254e5	add docs for custom agents (#196)	2 years ago
Harrison Chase	08deed9002	Harrison/memory docs (#195) ... update memory docs and change variables	2 years ago
Harrison Chase	199794086d	bump verion to 0.0.21 (#190)	2 years ago
Harrison Chase	b913df3774	make attrs public (#187) ... since they are used outside of the class, should be public	2 years ago
Harrison Chase	ae9c6257fe	Harrison/arbitrary params (#186)	2 years ago
Samantha Whitmore	a408ed3ea3	Samantha/add conversation chain (#166) ... Add MemoryChain and ConversationChain as chains that take a docstore in addition to the prompt, and use the docstore to stuff context into the prompt. This can be used to have an ongoing conversation with a chatbot. Probably needs a bit of refactoring for code quality Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	2 years ago
Harrison Chase	736b6ee65c	fix search return type (#177)	2 years ago
Samantha Whitmore	09f301cd38	Add add_example method to all ExampleSelector classes, with tests (#178) ... Also updated docs, and noticed an issue with the add_texts method on VectorStores that I had missed before -- the metadatas arg should be required to match the classmethod which initializes the VectorStores (the add_example methods break otherwise in the ExampleSelectors)	2 years ago
Harrison Chase	1b81f3b125	bump version 0.0.20 (#174)	2 years ago
Harrison Chase	5d887970f6	change to agent (#173)	2 years ago
Harrison Chase	d70b5a2cbe	Harrison/version 0019 (#172)	2 years ago
Harrison Chase	d3a7429f61	(WIP) agents (#171)	2 years ago
Harrison Chase	22bd12a097	make prompt a variable in vector db qa (#170)	2 years ago
Harrison Chase	4a4dfbfbed	Harrison/sequential chains (#168) ... add support for basic sequential chains	2 years ago
Harrison Chase	15c19fcc60	bump version to 0.0.18 (#167)	2 years ago
Samantha Whitmore	315b0c09c6	wip: add method for both docstore and embeddings (#119) ... this will break atm but wanted to get thoughts on implementation. 1. should add() be on docstore interface? 2. should InMemoryDocstore change to take a list of documents as init? (makes this slightly easier to implement in FAISS -- if we think it is less clean then could expose a method to get the number of documents currently in the dict, and perform the logic of creating the necessary dictionary in the FAISS.add_texts method. Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	2 years ago
Harrison Chase	243211a5ae	bump version to 0017 (#161)	2 years ago
Harrison Chase	a19ad935b3	Harrison/verbose prompt (#159) ... Add printing of prompt to LLMChain	2 years ago
Harrison Chase	c02eb199b6	add few shot example (#148)	2 years ago
Harrison Chase	8869b0ab0e	bump version to 0.0.16 (#157)	2 years ago
Harrison Chase	b15c84e19d	Harrison/chain lab (#156)	2 years ago
Harrison Chase	0ac08bbca6	bump version to 0.0.15 (#154)	2 years ago
Nicholas Larus-Stone	0c3ae78ec1	chore: update ascii colors to work with dark mode (#152)	2 years ago
Nicholas Larus-Stone	ca4b10bb74	feat: add option to ignore or restrict to SQL tables (#151) ... `SQLDatabase` now accepts two `init` arguments: 1. `ignore_tables` to pass in a list of tables to not search over 2. `include_tables` to restrict to a list of tables to consider	2 years ago
Harrison Chase	d2f9288be6	add metadata to documents (#153) ... add concept of metadata to document	2 years ago
Harrison Chase	d775ddd749	add apply functionality (#150)	2 years ago
Harrison Chase	4f1bf159f4	bump version to 0.0.14 (#145)	2 years ago
Harrison Chase	b504cd739f	Harrison/cleanup env check (#144)	2 years ago
Harrison Chase	a4b502d92f	fix env var loader (#143)	2 years ago
Harrison Chase	1835e8a681	prompt nit (#141) ... doing some cleanup, and i think this just simplifies things...	2 years ago
Harrison Chase	bbb405a492	update colors (#140)	2 years ago
Harrison Chase	9f223e6ccc	Harrison/fix lint (#138)	2 years ago
Delip Rao	76cecf8165	A fix for Jupyter environment variable issue (#135) ... - fixes the Jupyter environment variable issues mentioned in issue #134 - fixes format/lint issues in some unrelated files (from make format/lint) 	2 years ago
Harrison Chase	ced29b816b	remove extra run from merge conflict (#133)	2 years ago
Harrison Chase	11d37d556e	bump version 0.0.13 (#132)	2 years ago
Harrison Chase	f23b3ceb49	consolidate run functions (#126) ... consolidating logic for when a chain is able to run with single input text, single output text open to feedback on naming, logic, usefulness	2 years ago
Eugene Yurtsev	2910f50a3c	Fix a few typos and wrapped f-strings (#128) ... Fix a few typos and wrapped f-strings	2 years ago
Edmar Ferreira	8a5ec894e7	Prompt from file proof of concept using plain text (#127) ... This is a simple proof of concept of using external files as templates. I'm still feeling my way around the codebase. As a user, I want to use files as prompts, so it will be easier to manage and test prompts. The future direction is to use a template engine, most likely Mako.	2 years ago
Harrison Chase	d87e73ddb1	huggingface tokenizer (#75)	2 years ago
Eugene Yurtsev	f5a588a165	Add py.typed marker to package (#121) ... - Update - update	2 years ago
Harrison Chase	47af2bcee4	vector db qa (#71)	2 years ago
Harrison Chase	7467243a42	bump version 0.0.12 (#116)	2 years ago
Harrison Chase	e43534d41c	add integration with manifest (#62)	2 years ago
Harrison Chase	9f878e43d8	Harrison/lintai21 (#114)	2 years ago
tomeras91	d8734ce5ad	Add AI21 LLMs (#99) ... Integrate AI21 /complete API into langchain, to allow access to Jurassic models.	2 years ago
Harrison Chase	2179ea3103	remove unnecc variables (#113) ... i dont think either of these variables are used?	2 years ago
Harrison Chase	da445e474d	version 0.0.11 (#112)	2 years ago
Samantha Whitmore	a0780cc930	OptimizedPrompt -- k-shot example choice backed by semantic search (#91)	2 years ago
Delip Rao	3ee6e332dd	Implements NLTK and Spacy-based TextSplitters (#103) ... This PR is for Issue #88 - [x] `make format` - [x] `make lint` - [x] `make tests`	2 years ago
issam9	28282ad099	Issam9/cohere embeddings (#105) ... Add support for cohere embeddings	2 years ago
Samantha Whitmore	386a14a19f	Change NLPCloud default model (#100)	2 years ago
Harrison Chase	5b7aed34a3	bump version to 0.0.10 (#98)	2 years ago
Harrison Chase	db37bd089f	model laboratory (#95)	2 years ago
Samantha Whitmore	2ddab88c06	Update VectorStore interface to contain from_texts, enforce common in… (#97) ... …terface	2 years ago
Samantha Whitmore	61f12229df	Create VectorStore interface (#92)	2 years ago
Harrison Chase	b9f61390e9	add text2text generation (#93) ... fixes issue #90	2 years ago
Samantha Whitmore	e48e562ea5	ElasticVectorSearch: Add in vector search backed by Elastic (#67) ...  woo! Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>	2 years ago
Samantha Whitmore	efbc03bda8	NLPCloud client integration (#81) ... lots of kwargs! generation docs here: https://docs.nlpcloud.com/#generation This somewhat breaks the paradigm introduced in LLM base class as the stop sequence isn't a list, and should rightfully be introduced at the time of initialization of the class, along with the other kwargs that depend on its presence (e.g. remove_end_sequence, etc.) curious if you'd want to refactor LLM base class to take out stop as a specific named kwarg?	2 years ago
Harrison Chase	6d8a657676	bump to version 0.0.9 (#82)	2 years ago
Harrison Chase	6cff2837bb	Harrison/fix lint (#80)	2 years ago
Cameron Whitehead	54e325be2f	Improve credential handing to allow passing in constructors (#79) ... Addresses the issue in #76 by either using the relevant environment variable if set or using a string passed in the constructor. Prefers the constructor string over the environment variable, which seemed like the natural choice to me.	2 years ago
Harrison Chase	95d0e5f368	fix lint (#77)	2 years ago
issam9	990cd821cc	Issam/hf embeddings (#68) ... Add support of HuggingFace embedding models	2 years ago
Harrison Chase	84e164e44b	update version to 0.0.8 (#74)	2 years ago
Harrison Chase	eb36317f9a	Harrison/fix imports (#72) ... fix imports and add section to notebook	2 years ago
Samantha Whitmore	a5b61d59e1	Refactor prompts into module, add example generation utils (#64)	2 years ago
Harrison Chase	dce26dfcec	handle search errors (#70) ... better error handling when serpapi raises an error (usually invalid key)	2 years ago
Harrison Chase	f772934108	improve logging (#66)	2 years ago
Harrison Chase	2456a547de	mrkl (#42)	2 years ago
Samantha Whitmore	c636488fe5	DynamicPrompt class creation (#49) ... Checking that this structure looks generally ok -- going to sub in logic where the TODO comment is then add a test.	2 years ago
Samantha Whitmore	4bbaa9b2d0	Add BasePrompt as abstract base class (#60)	2 years ago
Harrison Chase	8764ac2b55	bump to 007 (#59)	2 years ago
Harrison Chase	4cc18d6c2a	Harrison/pretty print (#57) ... make stuff look nice	2 years ago
Harrison Chase	dfb81c969f	bump version 0.0.6 (#56)	2 years ago
Harrison Chase	76aff023d7	FAISS and embedding support (#48) ... also adds embeddings and an in memory docstore	2 years ago
Harrison Chase	d3c1872902	Improve docs (#51)	2 years ago
Harrison Chase	e982cf4b2e	Harrison/update docstore (#47) ... change docstore interface	2 years ago
Harrison Chase	b45b126d9b	bump version (#46)	2 years ago
Harrison Chase	160af4ba6b	Harrison/map reduce (#36)	2 years ago
Harrison Chase	fba30e07d1	factor out mock python repl (#43)	2 years ago
Harrison Chase	7b0d02ac51	prompt templating (#41) ... Co-authored-by: Samantha Whitmore <whitmore.samantha@gmail.com>	2 years ago
Harrison Chase	52383a485d	bump version to 0.0.4 (#37)	2 years ago
Harrison Chase	af81e9ca9c	add sql database (#35)	2 years ago
Harrison Chase	90a6e578bc	fix type hint (#34)	2 years ago
Michael	6a3dca888b	Fix cohere integration (#33) ... Currently the cohere module uses a non-supported model. Updating this to use the default model if one is not specified.	2 years ago
Harrison Chase	c7f9c62532	bump version to 0.0.3 (#29)	2 years ago
Harrison Chase	ce7b14b843	Harrison/add react chain (#24) ... from https://arxiv.org/abs/2210.03629 still need to think if docstore abstraction makes sense	2 years ago
Harrison Chase	61a51b7a76	bump version to 0.0.2 (#28)	2 years ago
Harrison Chase	020c42dcae	Harrison/add huggingface hub (#23) ... Add support for huggingface hub I could not find a good way to enforce stop tokens over the huggingface hub api - that needs to hopefully be cleaned up in the future	2 years ago
Harrison Chase	316aae8223	rename validator (#25) ... more appropriate name	2 years ago
Harrison Chase	5621ca7b07	Harrison/more documentation (#19)	2 years ago
Harrison Chase	1ef3ab4d0e	Harrison/add natbot (#18)	2 years ago
Harrison Chase	18aeb72012	initial commit	2 years ago