outlines (@OutlinesOSS) profile picture

outlines

@OutlinesOSS

Structured text generation. Created by @BrandonTWillard and @remilouf. Supported by @dottxtai.

 The Internet
github.com/outlines-dev/outlines
Joined January 2024
  • Tweets157
  • Following12
  • Followers799
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Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)Photo by outlines (@OutlinesOSS)
What do you think of @OutlinesOSS next interface?
Image from Rémi 🌳 (@remilouf)
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We will soon sunset this account. Follows @dottxtai for updates on Outlines!
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Hey if you've used outlines, can you go here and tell me what was annoying to you? I'm working on making Outlines as simple to use as possible github.com/dottxt-ai/outline…
Improved initial Outlines experience · Issue #1149 · dottxt-ai/outlines

Improved initial Outlines experience · Issue #1149 · dottxt-ai/outlines

There's a few areas where the initial experience of using Outlines is a little clunky. Installing Outlines For one, none of the inference backends are dependencies, which means people are usual...

github.com
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at Hyperlint , we've been experimenting with structured generation with Open Source models and have found nothing better than @OutlinesOSS Incredibly simple to get started and up and running to compare evals - worth checking out if you're doing structured generation
Image from Bill Chambers (@bllchmbrs)
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We did another thing
Image from Rémi 🌳 (@remilouf)
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We did something with Outlines
Image from Rémi 🌳 (@remilouf)
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Generate an infinite fake testimonials page using @OutlinesOSS 's structured generation and @jeremyphoward's FastHTML 👇 An example by @aastroza 😍 github.com/aastroza/fasthtml…
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Just watched this great intro to structured generation from @remilouf, fantastic talk youtube.com/watch?v=aNmfvN6S…
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I'll be doing a workshop on Outlines at @_odsc Europe in London on September 5th! If you're at the conference, it should be a fun hour session of hacking structured gen! Also happy to meet up with anyone while I'm around!
Image from Will Kurt (@willkurt)
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🏎️💨
Image from Rémi 🌳 (@remilouf)
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Is this the week we reach 8,000 ⭐️ and 100 contributors on @OutlinesOSS ? 🥹
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The build a ReAct agent with structured outputs example was added to the Outlines cookbook: outlines-dev.github.io/outli…
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Build your own agent with open weights models + structured outputs by @OutlinesOSS gist: gist.github.com/alonsosilvaa…
Image from Alonso Silva (@alonsosilva)
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outlines retweeted
BURKOV (@burkov) profile picture
BURKOV
@burkov9 Aug 2024
Getting valid JSON from LLMs. Only one solution is good, others are bad: ❌ jsonformer: uses LLM to fill values in an empty JSON container github.com/1rgs/jsonformer ❌ instructor: tries multiple times hoping to get it right: github.com/jxnl/instructor ❎ outlines: restricts the choice of next token so that only valid JSON can be generated: github.com/outlines-dev/outl…
GitHub - 1rgs/jsonformer: A Bulletproof Way to Generate Structured JSON from Language Models

GitHub - 1rgs/jsonformer: A Bulletproof Way to Generate Structured JSON from Language Models

A Bulletproof Way to Generate Structured JSON from Language Models - 1rgs/jsonformer

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Added Chain of Thought (CoT) with Structured Outputs by @OutlinesOSS example to the @NousResearch Hermes Function Calling repo: github.com/NousResearch/Herm…
Hermes-Function-Calling/examples/outlines_llama-cpp-python_chain_of_thought.ipynb at main ·...

Hermes-Function-Calling/examples/outlines_llama-cpp-python_chain_of_thought.ipynb at main ·...

Contribute to NousResearch/Hermes-Function-Calling development by creating an account on GitHub.

github.com
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Chain of thought as structured output with open weights model Hermes + @OutlinesOSS
Image from Alonso Silva (@alonsosilva)
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Replying to @OpenAI
@OpenAI's new Structured Outputs capability is a significant improvement on JSON Mode but is still quite primitive compared to @vllm_project and @OutlinesOSS . We extensively use Outlines w/ small language models (llama3 8B, for example) in @zep_ai . (thread) openai.com/index/introducing…
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Replying to @OpenAIDevs
Use @OutlinesOSS for an open source implementation! 🙂
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My example about "Q&A with Citations" with @OutlinesOSS + llama-cpp-python was merged into the @NousResearch Hermes FC repo: github.com/NousResearch/Herm…
Hermes-Function-Calling/examples/outlines_llama-cpp-python_Q_and_A_with_citations.ipynb at main ·...

Hermes-Function-Calling/examples/outlines_llama-cpp-python_Q_and_A_with_citations.ipynb at main ·...

Contribute to NousResearch/Hermes-Function-Calling development by creating an account on GitHub.

github.com
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outlines retweeted
leloy! (@leloykun) profile picture
leloy!
@leloykun16 Jul 2024
Chameleon & Anole implements an FSM under-the-hood to dynamically switch between text- and image-generation modes. What if we customize that FSM to control what the model generates? Introducing: Multimodal Structured Generation github.com/leloykun/mmsg
Image from leloy! (@leloykun)
Pengfei Liu (@stefan_fee) profile picturePengfei Liu
@stefan_fee9 Jul 2024
The Alpaca moment of Large Multimodal Models! Can we build native LMMs just like Llama for simple multimodal generation? Introducing Anole: the first open-source, autoregressive native LMM for multimodal generation. Building on Chameleon by @AIatMeta: github.com/GAIR-NLP/anole
Image from Pengfei Liu (@stefan_fee)
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